{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:55:13.860158Z",
     "start_time": "2019-05-24T00:55:10.515792Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "# load modules\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle\n",
    "\n",
    "# Plotting imports\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import palantir\n",
    "import scanpy.api as sc\n",
    "sc.settings.verbosity = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:55:13.865567Z",
     "start_time": "2019-05-24T00:55:13.862363Z"
    }
   },
   "outputs": [],
   "source": [
    "import random\n",
    "random.seed(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:55:13.872393Z",
     "start_time": "2019-05-24T00:55:13.867921Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anndata objects with all the data and metadata are publically avaiable at: https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep[1-3].h5ad. This notebook use replicate 1 (https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep1.h5ad) for illustration. \n",
    "\n",
    "Description of the anndata object is available at https://s3.amazonaws.com/dp-lab-data-public/palantir/readme"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:55:14.973680Z",
     "start_time": "2019-05-24T00:55:13.874361Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Load the AnnData object\n",
    "load_ad = sc.read('annadata/human_cd34_bm_rep1.h5ad')\n",
    "colors = pd.Series(load_ad.uns['cluster_colors'])\n",
    "ct_colors = pd.Series(load_ad.uns['ct_colors'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PAGA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:55:15.002336Z",
     "start_time": "2019-05-24T00:55:14.976364Z"
    }
   },
   "outputs": [],
   "source": [
    "# Start from the counts\n",
    "ad = sc.AnnData(load_ad.raw.X)\n",
    "ad.obs_names = load_ad.obs_names\n",
    "ad.var_names = load_ad.var_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:09.801013Z",
     "start_time": "2019-05-24T00:55:15.004427Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running recipe zheng17\n",
      "filtered out 27 genes that are detected in less than 1 counts\n",
      "    normalizing by total count per cell\n",
      "        finished (0:00:00.24): normalized adata.X and added\n",
      "        'n_counts_all', counts per cell before normalization (adata.obs)\n",
      "    extracting highly variable genes\n",
      "    the 1000 top genes correspond to a normalized dispersion cutoff of\n",
      "        finished (0:00:00.95)\n",
      "    normalizing by total count per cell\n",
      "        finished (0:00:00.02): normalized adata.X and added\n",
      "        'n_counts', counts per cell before normalization (adata.obs)\n",
      "    ... scale_data: as `zero_center=True`, sparse input is densified and may lead to large memory consumption\n",
      "    finished (0:00:00.02)\n",
      "Note that scikit-learn's randomized PCA might not be exactly reproducible across different computational platforms. For exact reproducibility, choose `svd_solver='arpack'.` This will likely become the Scanpy default in the future.\n",
      "computing PCA with n_comps = 50\n",
      "    finished (0:00:00.16)\n",
      "    and added\n",
      "    'X_pca', the PCA coordinates (adata.obs)\n",
      "    'PC1', 'PC2', ..., the loadings (adata.var)\n",
      "    'pca_variance', the variance / eigenvalues (adata.uns)\n",
      "    'pca_variance_ratio', the variance ratio (adata.uns)\n",
      "computing neighbors\n",
      "    using 'X_pca' with n_pcs = 50\n",
      "    computed neighbors (0:00:00.83)\n",
      "    computed connectivities (0:00:06.78)\n",
      "    finished (0:00:00.02) --> added to `.uns['neighbors']`\n",
      "    'distances', distances for each pair of neighbors\n",
      "    'connectivities', weighted adjacency matrix\n",
      "drawing single-cell graph using layout \"fa\"\n",
      "    finished (0:00:44.00) --> added\n",
      "    'X_draw_graph_fa', graph_drawing coordinates (adata.obsm)\n",
      "running Louvain clustering\n",
      "    using the \"louvain\" package of Traag (2017)\n",
      "    finished (0:00:01.45) --> found 10 clusters and added\n",
      "    'louvain', the cluster labels (adata.obs, categorical)\n"
     ]
    }
   ],
   "source": [
    "# Preprocess\n",
    "sc.pp.recipe_zheng17(ad, log=True)\n",
    "sc.tl.pca(ad)\n",
    "sc.pp.neighbors(ad, n_neighbors=60)\n",
    "sc.tl.draw_graph(ad)\n",
    "sc.tl.louvain(ad, resolution=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graph abstraction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.127084Z",
     "start_time": "2019-05-24T00:56:09.803774Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sc.pl.draw_graph(ad, color=['louvain'], legend_loc='on data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.132990Z",
     "start_time": "2019-05-24T00:56:10.129506Z"
    }
   },
   "outputs": [],
   "source": [
    "def hex_to_rgb(value):\n",
    "    value = value.lstrip('#')\n",
    "    lv = len(value)\n",
    "    return tuple(int(value[i:i + lv // 3], 16)/255 for i in range(0, lv, lv // 3))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.140640Z",
     "start_time": "2019-05-24T00:56:10.135558Z"
    }
   },
   "outputs": [],
   "source": [
    "# Palantir colors for comparison\n",
    "ad.uns['louvain_colors'][0] = hex_to_rgb(colors[0])\n",
    "ad.uns['louvain_colors'][3] = hex_to_rgb(colors[2])\n",
    "ad.uns['louvain_colors'][5] = hex_to_rgb(colors[8])\n",
    "ad.uns['louvain_colors'][7] = hex_to_rgb(colors[5])\n",
    "ad.uns['louvain_colors'][1] = hex_to_rgb(colors[1])\n",
    "ad.uns['louvain_colors'][4] = hex_to_rgb(colors[4])\n",
    "ad.uns['louvain_colors'][6] = hex_to_rgb(colors[3])\n",
    "ad.uns['louvain_colors'][9] = hex_to_rgb(colors[7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.440493Z",
     "start_time": "2019-05-24T00:56:10.143120Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sc.pl.draw_graph(ad, color=['louvain'], legend_loc='on data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.915419Z",
     "start_time": "2019-05-24T00:56:10.442612Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running PAGA\n",
      "        initialized `.distances` `.connectivities` \n",
      "    finished (0:00:00.46) --> added\n",
      "    'paga/connectivities', connectivities adjacency (adata.uns)\n",
      "    'paga/connectivities_tree', connectivities subtree (adata.uns)\n"
     ]
    }
   ],
   "source": [
    "sc.tl.paga(ad, groups='louvain')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trends "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:10.923117Z",
     "start_time": "2019-05-24T00:56:10.918062Z"
    }
   },
   "outputs": [],
   "source": [
    "ad.uns['iroot'] = np.flatnonzero(ad.obs_names == load_ad.obs['palantir_pseudotime'].idxmin())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:11.245333Z",
     "start_time": "2019-05-24T00:56:10.925306Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: Trying to run `tl.dpt` without prior call of `tl.diffmap`. Falling back to `tl.diffmap` with default parameters.\n",
      "computing Diffusion Maps using n_comps=15(=n_dcs)\n",
      "        initialized `.distances` `.connectivities` \n",
      "    computed transitions (0:00:00.04)\n",
      "    eigenvalues of transition matrix\n",
      "    [1.         0.9932567  0.9862846  0.98253083 0.9780972  0.9741326\n",
      "     0.9676509  0.9581074  0.9569015  0.9373291  0.93159527 0.92538345\n",
      "     0.9032845  0.8965749  0.89336187]\n",
      "    finished (0:00:00.25) --> added\n",
      "    'X_diffmap', diffmap coordinates (adata.obsm)\n",
      "    'diffmap_evals', eigenvalues of transition matrix (adata.uns)\n",
      "        initialized `.distances` `.connectivities` `.eigen_values` `.eigen_basis` `.distances_dpt`\n",
      "computing Diffusion Pseudotime using n_dcs=10\n",
      "    finished (0:00:00.00) --> added\n",
      "    'dpt_pseudotime', the pseudotime (adata.obs)\n"
     ]
    }
   ],
   "source": [
    "sc.tl.dpt(ad)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:12.024226Z",
     "start_time": "2019-05-24T00:56:11.247781Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    ... scale_data: as `zero_center=True`, sparse input is densified and may lead to large memory consumption\n"
     ]
    }
   ],
   "source": [
    "ad_raw = sc.AnnData(load_ad.raw.X)\n",
    "ad_raw.obs_names = load_ad.obs_names\n",
    "ad_raw.var_names = load_ad.var_names\n",
    "\n",
    "# Normalize the data here since raw gets used for trend estimation\n",
    "sc.pp.log1p(ad_raw)\n",
    "sc.pp.scale(ad_raw)\n",
    "\n",
    "ad.raw = ad_raw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:12.030766Z",
     "start_time": "2019-05-24T00:56:12.027150Z"
    }
   },
   "outputs": [],
   "source": [
    "genes = ['CD34', 'MPO', 'IRF8', 'CD79A', 'GATA1', 'ITGA2B'] + \\\n",
    "    ['CD34', 'SPI1', 'MPO', 'GATA1', 'IRF8', 'CD79B', 'RAG1', 'CEBPG', 'CSF1R']\n",
    "genes = list(set(genes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:12.036342Z",
     "start_time": "2019-05-24T00:56:12.033383Z"
    }
   },
   "outputs": [],
   "source": [
    "trends = pd.Series()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:13.016406Z",
     "start_time": "2019-05-24T00:56:12.038932Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x180 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "paths = [('Ery', [0, 3, 5]),  # use the category indices instead of the cluster names\n",
    "         ('Mono', [0, 1, 8, 4, 6]), \n",
    "         ('CLP', [0, 1, 7]),\n",
    "         ('pDC', [0, 1, 8, 4, 2, 9])]\n",
    "\n",
    "_, axs = plt.subplots(ncols=len(paths), figsize=(6, 2.5), gridspec_kw={'wspace': 0.05, 'left': 0.11})\n",
    "plt.subplots_adjust(left=0.05, right=0.98, top=0.82, bottom=0.2)\n",
    "for ipath, (descr, path) in enumerate(paths):\n",
    "    _, data = sc.pl.paga_path(\n",
    "        ad, path, genes,                         \n",
    "        show_node_names=False,\n",
    "        ax=axs[ipath],\n",
    "        ytick_fontsize=12,\n",
    "        left_margin=0.15,\n",
    "        n_avg=50,\n",
    "        show_yticks=True if ipath==0 else False,\n",
    "        show_colorbar=False,\n",
    "        color_map='Greys',                             \n",
    "        title='path to\\n{} fate'.format(descr[:-1]),\n",
    "        return_data=True,\n",
    "        show=False)\n",
    "    trends[descr] = data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:15.436075Z",
     "start_time": "2019-05-24T00:56:13.018636Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o1K0IBKXuOXgIdim756XFA51uZefkeC8EtLb2P8Vfty9Mf7xEiIBO6fdOQkSC0Pg5XkK2aunWQq20zEQ3QDO+IioveGag063snHJPl74F/BHQ+zilC/Dwg32Am+oaan/8BSVPUdbx+MVXHtGil7wwP1UVRAi+M/I1Co0M7zXX8GbTLumFicp2oDp3+tt1DbWHDmR6lZ1bLFo/DngPKIPumFV0v+0CK4HhudergSHqAetaKtDfTLFofTWwFDDXd86QYYLVTRLH8V9b47PLR9S49778amg6sKCuoXb6F5JYZae39MyTRKCKZj2dLe9oMvEcgREGzxFIIcgmHYJhKKrOogtIJzWyaS3etkp7sKiUp11XJMY+/fQrA50PZeeRzT77Hp48oOvJ6RQfY+HGU4iKUkQkgGhagHBdZDaNCBeCMJBIR2bST2q6+DNQjOc8Kmq+p77YlC9ELFp/G3DZZlwigVeB3wNlwMN1DbWZbZE2Remt6arTTqtbdMDjqUCEy85YCAI6Z7YQdpI8v2w8U8rm8bM5JwMwbKHNsMWfMW/CgR85VaW3nTVyOjPbhz1z2f3/1zywuVB2FrFo/XjgU9asKZf/1S76uAKA+cA9+KOsP6prqLW3XQq3fyrQ30yxaP1BwDube93/XlPBw/e1s3ypg+vSDuxb11C7sN8TqCh5Un8+1/RanIy+xwhW1M3FTXgEywQtqySpVknlcEk2oeO6At2QeI6G0CSZlIfrQUWNJN6qZVMJcfR+7z71xkDnRxn84pknPXCE+8YiCieOQqbSCC2FCAhId4GUCN0EJNLJgJSk31+CFEFCh+2C19Yu9ZLCy8TQb98+0HlRBr9YtL4TKNzK29xf11B7QX+kR1E25KqzbntlRabkqIqiNFefNQch4LNEDc8+E6RUdFJkpPhvsz8bNdjZQbqwiEhHC4mSMr4x+m0CuuTO+YdPAw6ta6jNDmxulMEuFq2/APjr2iOSg49z+PgNg2TXegP93lYBe9c11Db1fwq3f2rV/c3Xo2I74Ag4/Li1r089dCWHTmihZ68TxOMex51cSCAEQAlwfyxaf2wsWt/XUD9F6RdmsREMnnEogQPHU/PzKQSLXDJdUFrhMWysJFgC5ZaGpoH0cpWmgGAEdF3gZkHTMAtL3b8sOPmkr8487NTQwOZIGezSXkI6ZPAOGUrqiZfQ9Djofn3qBQsgEAYkUkoQGgjQgh6Z9z8j81kjCISXTF0v5994qbSvLx7Y3Cg7gUQ/3OPcWLT+mli0fmg/3EtR1mt5pqxZotHcGebaR3bnmn9M4PMFBvPby/igbdSaIB8gXejPNkkUlQGCV1vHdz9E3Re4Oxat32MAsqDsXFp7H1ixSCOzectIDwHqYtH6w3NTrXYq6on+FohF65cCwzUNSishEESuXAIgxTH7NTO6Osl/plewrDlIxtHo7k8RAkrKoK2lx+2SwM+AhcATahEJpb9lP7rhSb2i8JTsuzbZD+bTOBsCIc/TNKHpYTDLTOLLJcnVHlJC1ZgMQkBHo0GiTccIeQTD0NkmSCeEWznKvV5mxQIQD4958mm1ar/Sr1rTD38H6d2hzV6M2fAWzvhdCR++W9YoCplSSoSmI7MZcFJ4Te1oYR00gUxnyb63AK+ynNDe1ZJAGPQAmSWtfw0OMT8AHhGjf6hWQVf6VSxafzDwdq/DWTYwvW89ur/7Xwb+BTxT11D7+VYmT1F6iEXrK0GuBKH7RU4gcF0hNM2TiLXDof3iKIREE6AJSdbVGD+0g7kr1/aflpjJue3ZyB/xF0F77wvPkDKo5QLzNiC/036difqboR34OTCvrqH2ua1M3g5BBfpbIBatL8UfChLo/V5FcYr2eIDRQ+K0dwXxPGiJB+guj5XVkEpAPN7nrV+ra6g9YhsmXdkJNdYer+thFoYrtRFo0D4fpCfxPCEzGU1kExqaIRlxVADpeqTndwHQ1arT0WRQWJlF1zVWLdLxHAgWujQtd9FNVoYj1Bz4/guqElH6VevSOx4J/OWl/xFSoh+9P+b4atB0kEgRighcD+m6iHAEuWoBSAm6SfYdG23cCIzqCDJSghACmc2wuu4jnA4nHdy1amT5RTftlMP3lG0nFq3/FnBnH2/5kdSW8fCHR7+7xQlTlD7EovX7g5ymC48RwVYWpSrQdRhZk2HhEr9Zu4e5lLML3+WpwCHMXD2EknCGxs5w7g6CtUW7R8z1rbqG2ru/6Pwog1tu+/Kl9P8o9L/XNdSe3c/33O6oofubKTfU/g9AX1uQSREJYgQ1Sko02rtMppwc4pIfm1h7wz4HwY9+FaFqqLHOhSf+j8FVN4Wm/uTSB+bHovUF2zofys7Du/vM/0ufdYDuCYHQBcIEBHgOOEmQLugh0EMaqVZoXW4Sb9FxshAIe7gZDc2E0uEeBeWScJHLyHE65aXBoZGInnhuxAnVG02EomyiptR9ZznlBfuGLjqD0HmnENhrF4QfKknpeP4TJ11HRAr9AD9cCKECnM4sTrCY+OxOZKQYpD+832lLUHLCWKovOyxYePjIVXLBTRMGOIvKIOIHTXxrPeH81gwT1YB3YtH607fiHorSQyxaXwPy97sXrPQuGfEGpw/5EA2JoUt2GZWVWi4qOCQ0j4hIs7ojSNBwOWniwry75Af5PYr4XbFo/e92xuHRyrYRi9aHgD8BfS1YKtd92fvfBn0tFq1/PxatD251QrdjKtDffCcAX8dffGc+4JgBKSuqPUCKzjbBmeeZnPLtaoZWZTn8OJO99tc54RSYM83hndcE0bMLyBVCr/umyxdLhIBAQOwCNMWi9euMFlCUzfXvpXXFc1rNX8zZfdyw1rIhi9LtZLw0eFnQTU+UVGfxRIamhR6r56Rpn+vipHWSHQaeoyOEINlh0NEocLs0GanUKB0TwDAECEm8TQsFQ2LF86NOGDHQeVUGB9dz/uaSHR8vN5rEsMouEBIjCElHODPnI+NJCBRANgXJdtAEGDpGmUnAqqDt6Xl4WQ+RzUivrQ2RSaIXmWgaGBUR4Qlzplz6h5MHOp/KoPEYsA+SBNCCv93TVo5y6tFQfSwWrb9l6+6nKL7zTm+79U/XrZwy5eSg2+6EV87pqskWBRLuuOFdvP9RSHgegODprn15O7kri5LldKQC3Pfm7r3u5OX+Z51g/weAGoWi9JcLgVPxp0ItAhxyha+sCnH0KVA1bJPv5fVxbDKwYjB3TqlAf/MVsrawVAFLy6o80dLsl5F0Ch68J8s/70+R8IL8/V6XjvltPPW3NK4n+PC9OA/c2959rzW//xnTXO66McWizz2AcO7eirJVXCmGZT0ynsRLGcHKrpXeqoRWLLucQgIhiWFCSbnGkBEQX+DQusxDaB5mwP/+FsJ/qm+agmxaioo9NTLNrn9t0CWTlhiG0DSNAwc6r8qOb2XizxrgIMFdOK/Qe/uNeNzDTRsR0s9/gPP8B7gr28HLIrMuJNuRnosrBEiJXmBSde54NF0idVPgeRhlYTQDZCYOSES4QICoHei8KoNG9/e4vxWE/+RpKxqNfY72//qW309R1jpk/2QkFJRY4zLagysODM2Ro9uvPmeefsIhq4kn/LWhNVyavWIeSx6Et6Ysrg0X/Kf+oufBnvbbdjlQdjLdT0YF/nakK8iVu9YmeOUpaGnsPlX4jVa6/61jfeW1DBi0C02rQH/zPQr8GH9fx0KgsHGZlvdsXjLlOI3zv29w5XUm82Z5fD4vSO35Kc44sZUpJ0Bb87qd/ZECaOu5tqT6/0bZaseNPM+WiIsqPlz4auEHCwPm2PKSdHNWEE8Rb/PXinLSglRcx80YjNzHJRDJEilzCBQ4uK7EDIJuSgrKJIklDsEykEjcjIbQoKBEMm5vUTnAWVUGgaGRb3rAyXpLxz8LP57vZtPZSMAMGHrQhBMPBV1DH1rub7OnSxIvfIaXe8LvhktJPfUhkYlDwMnipbI03jsbJ+EiXQlGCCQ4zUk6/zNva7dDU5Rux+Hv2dyF30m/LUbjqRF+Sr8Ih+SFjssNt/2lIj68Kl1wwoGNwfJRRey+XymV5R46Lh4CDw0Nl4KIx/hd0mhibbvV6+u5aE+q/ar0lz8CVwNL8GOucO8TXLf7J8nwkYLKId2vN6W/dfAvMaX+GDdTXUOtA5wE7Ipfisrxn32uOWdUdRJDlxSEXA4+WmfCUQHK965g4qnV1IyGYBh69zgdMBUOPUYwcuyaQ3d9IRlSBr1jRwybNPHEgw4q2afELCjNFIWGBT0jIHEzgtblAVzXr+ikB15WEggLBALD9NfjRYJueATCHobMEjCyhIpc4p2SwjKPMRMdggXeTQOcTWWQyHiyKllWdLxz/NQC46D9ihpTjue0dkBZEV5FGdkVTYAEKdHKi9AKi9ClRNcM6EjirvC3NZHpJIFdyxHhQqQRQUgPKXUyL76Ps6Tl+IHNpTKI6MD/4K8KHVn/aZs6bzR/7vOaNkLpVqZRUQA4/8qa9MU/qTnP1JzCq2KLzaaugoisHIpeVsLpp2lMGroKAz9y8nIhwvxFwR4xk0Dy8zNmURjK9vURACIWrd9z2+ZE2RnUNdSm8OvXYfgxa/n6zxYsWyxpXrX2iKZJNL2venedhfuv6Y/0bo9UoL+ZYtH6ImAKkFu8QWr+QlFrC83iORnMhYtp/WA5hx9jYpoaruO/f+f1EO/oeU/dgGmvwxsvSpbMX9MYONFfNEVRttwLS/6mNbenLhDSjWihAMQTIpTpEIGwRNM9hAZGyMPJgudCpkPDSfsjVDJJQeXoFEVVacyQP4BP0/2ufNeFoiqH0kqIN+kEwrLksy+dfPjA5lYZDMIt7T8Iz1lSpK9qE5rQqHrqJY2HnoH/vo9oaYcVy8BzEdJDnzAaTbj+onxA8NzDEWEDuboDo8Ck5MgRCENDmBpdHyyDdCfhE/elcI9i4Xz+h58NcFaVweF8/KGf3e0pfetvue6TqFi0/rWtv6+icBhQIyW6QHL8xBU6s2dK76OPePUNwcdNQ3HoXjBa0JXQCAQkgcDaQEnXJJVFKX54ypzck/4+O6/UPH1lq8Wi9VXARNaOatL8L/yNd5wWl3lcfmOacy7Loq1TK3d3qK65/kexaH1Jf6Z9e7Hu8u/KxpxJj9+bQEopjAC4jr9t2WvvFzHzszDtHTpGIMme+0nOvVQSKhR4ztov8LJKaG32r+tsh97blewxSR4OPPLFZU0ZhPad39FRWplxMafugfPCLJBtQmgSTRd4SKSjUTnG30Qi1WEiJTgZHc8TJDs8smm/uJsFHqsXBdADkpKaLFXDBELz5/JnkwJNlxcDbwxgXpUdnPfOj80yz9vfnbkELWTg7m5BZxfCcWBpI8b44ZgH7gtmCJBoRS7S0CGTAE1Ddjlkn50OUmKedhArHl5MujFDaUWK4pPGI3AgrKPvPRYC2uXAdQOdZ2WHd+Gmn5q/HdlmO2xLL1SUPD8DWLA8zPX3j+bgUcs5bt8VIp1yWbTI47ST08yaozPbDgL+ItFnnJzg0APS3P6XImbbARxP57rH9uLLeyxBx8Pru2+rMBat1+saat2+3lSUTfQd1u35FH3+2EtXp+DZB00WzNHWU+2K3i92BT7cwnRut9QT/c33EpBbTU8SKfIAkQvy1xaalGMwfLROJg2ffgyaQEpPuAcfjReKQHEpfPunAQqKoKzHQJS1pXHFEmZ9ERlSBrU5nYnU53L+bOhohnSSwrI0BWVZNF1iBjw0DbyshsxVB91bmWkaXiZleH6np6B9mYGT0Ul36Xz2roGT8ftVXdcv+5rhtgxgPpVBQDv4xqwGz+vFQbSQDnM/B8cBXcM8+QiC5xyHiERAgNvUiBY2QdMQmo4A2TlttecmHDwXhOeSWZkgtbCDopP3xNw1t76pEAhNoGVS6YHNrTJI/I5Nit5Fr/9KKYTnbkbgP/gnkypfhOvJLSi9vDnAEx+O5rYX9uDqR/bmyu/GOfFLac77WordRicoKpRIKfhwRgDPE8S7NKf7Jk2dYfnwe7viyPWHESrIV/rBI6yznbnAMLunNq23WpSuI1x7ui4zaYHnbcp8fRZvRTq3WyrQ33wrgO8DHULAsNEeuiFzQf7aAldWCWPGGS5AKgUvPCpYtRz9yDPSCWui9+LY3S2TvxcAACAASURBVEWqtEzwg1+ZtLbkzxVZOy+vqxO1P7myVY4beV5yuQhdEW9PL0j8ez6p5SmE5gfzupkrdwLcjMBzcFxH4GQFkSpJ8S5oQ7+9Z4Zhhc/HO2Q7ufn6nnRIJQSdzSadTQbNS3RaGzWKh3j9MGRV2dl1TN7v186ooa+JSQegHXwQIhxCKylEhPU1q0DJVArNdB2kB1LiLF4lszMWiIKjJrrZCfu9xT7jl2MIucsPd2f8b/cnsGsVmGFEqAiMIDKTAieTHOCsKoPD34EHyNu6KVIguOjyErSeLaweLVJdSHHp2as449iWucBnvd/vw8aXQFOUjXsHuAF/mzIkGrOXldKWCPH8v4OsbhG89N8Q557axvChLrouWb1a46rrSlm81NCBZuADwPPQKA+l1vtBg3nLMuULMx/4IbDm+1o3IFwAFUOg11P5/DpS4Me4XcB/gDUd+4XrH6A/KNdCUYH+5vsO8BegWErB/Nk6JeXdZUsQPSfCrX8rZb9DNO/tV9N+4OPBi48h7r3JI5P1Cid/OXvv9HekccOP09z2y1Qm/+ZCSIZVZTBMyVfOZswXmjNl0Pn7vAcmH1jtPt62+/gxmVUptLRDx2qTdJeBboKT9aeLZLPCa10S0JMdGm4WgqVCRKo1tNJgKFwTeTdSKM1wiUOoyEmZpkZZhcBxPbo6BekkBCMOmiZHDXR+lR1bW+bhCPCf9ORJU+WYsWhjdiUQi2KecRQCj+y8RTT974O0/vElROVoTUTKkNLDsVeKzIsz0XHM0pMnZLx35qRW3PCB6HpjUVYvDIBuIjMpZDYLyTheIgvB8KD8Ule+cG8BteTaU+ECuOmuag48LMx+B/fYsalHoC6FIJ409KpytxSYgd8wdVg/1ZGq9IengZ8CRvcTUSM3GXXGJyYLb3iHqR/9i9Z0tXvZlYVMnqyxqlmnM75mT71S4CH/Z+GuTkXyFqNep69KxRjK1vo1/sr7a1bbFwI62/x1pfK4rFveBP5K/XfiT7mWgBNvZ32G9kuKtzNqjv7mGwpS0w3WDNdvaVz7/TvtzTTHnBRi5VKhOVk/cBeaQHr+E9Ssg0w54sZQkTRaGgWg9dg254rzGxk7Is2shRHKJg5784vOnDK4TKzwKsoN19CLA4JdqsBeSbjYxUkKdA0KyiCTEHhZTZO5dUmWLXRJeoKxkz0afzcD0k4sVOhFnLSG5xIKBMFzNBCSsmqHQESiGeC44sWBzq+yw/OEJAiSLBmCGBAqBi8LiU70Ag+jKgLBEAj/eWk8EsA5ZDyBOUsQIo5MZ/fO1owsT89rIjKx2tS6OhEFZRAswF2wFL1QoId1MIJzBzqzyqBQnP8i2QUfT0vJ1U2umPZ2j6edPQJ1z4PHXiqjPa4XAaflDm+oTaammij9YQjgT9nLdT3tv29Gzl+gi3Ra8E56V84IT2P8ngE9HIFJkzTef9fNLVsmwO+w+gXrBFXda0ytPaCG7iv9oAZkrmD5/3GyfmFrbe5x3vo6Qj3g93nvb6iOnbnlydx+qd62zTe/sEQyYpzH5GPyO9/9anDFUo/33uzihHOTHHaCQ0GRH+RXDoXjztTefO8lM2mWiTEnXahROQwnUqDJ7knRAJGwh66DzEoeuN3d6wvPnTKo7LZ65fJgcwdacyfuZ01oAYEICHRD+kP4NQgUuNIISsyQJJ11cB1oXy6R8fSnMuV1FpRlRxtBD4mUQuB4EoQm0Q0QukDT/fuESrQpA51fZccW0MKm1pV2RCqD9tEMZEczMhWHoiGQ7kILaBQcPlKao0uRiS7SnW1kdQnDyzG/MrVNFBSswMmWFx4xUoSsciRaAiOAI3XcVAa9phxMHWHokOzcZaDzqwwKnb0P/Pm2dvH4Q/GNDMYX2fa4MRuEid8IlUDHBi4Ibl0yFQWiE+YtKiiAY46BXXcFEJQWu2LS3lk64hofuWN5Q+7Jrbc5vPlalsf/nkRDMqGsUYL3Jn7gVARQVERXIADgMXpEloJIj0ErQg3dV7aezHXI95geLTZtq1Jew5/fPzz3OrOBcwHGbuT9HZJ6or8ZcpXW7fEOQTopiHf4dVhxuUf1CI9Ul6CiWiCNJLPe0wgEXHnO5Unxr7ogKxZrPHw7h0lpJE80TU4+rVgeP1XERYaim69t0+3ZfqdB/fND2dvK8MIrJpm098IAZlcZBLSOzoaSMk1I4ZHYrQwWNZNOm7hJFzMswQA3KUTRUJfCTNYbWqxpKz6TVFS7CI/dnTSdnY0mmZSBlMQLy7NmqEgastXvHE2ndcI1OobIIhznhgHOrrLj+4MRKjQxDeTwanDiCL0IulqgdAgkOggcPF64dU+QnfGpjL88VzB1PIWH7EnAGlGKLkyZ8TCGD2PYFTVJpKcJJMlZCyncpRCCEURxBTLeidC4faAzq+zYYtH6s4DKTTzdo+fDFRMYx9rHoA4bHro/bbMTqCh5YtH6PWqKhhzZ1QVvvgme5z+Fnz03zOEHZ9htbJYpE9uYs9xifJkrH3gAUmlTmDjMaq0WhuYd4nhS5pbsdaur6fj5z0VB/V9SnH5inERS8KNfVXV/XFddQ61aQFLZYrFofRh/mglCk8hcP1JxpUf5MElXu6Bp8Tpz9PPr2Kn4gX53Oexg/fW1RD3RV4AQoCMF2Yxg9Ur/19fVIVg6T6esysOeLnjpMc2d9Z4xN1IkxKjdJEeckkEIMEwA9LaVmuNkkJ6UkeXLXH33CX5/y16THc6/0mD8QRVk0gLUKrvKVvCevliwsrGIz+YjEgmMsIfUIdMKbkYDQ6NwdIjicQE0Tc4PFAsCIRi5FwTD4DoCzyUsDFJSIgFDShGSDiD8bUxlFjqWghYxkVk5KPcgVb44xrRpY82XXkSsXIlWVgV6ABAIJOgmDB0PBUXou41YKAojWdnchXxyJkZrEjQBklDzfR/EvYQjQSA8JyA9j3BNBOmBMENQPgqKSiEU2n2g86vs8PbdxPNWAW19HA/gLzLl4c8x3VAdOmazUqYovXz97OwuV/w0IC/+RpZEQpJJeexRvoolS+DJZwJcPvZVJq96i10z8zvHjMguTqWFAEEWv/HqeLqGHzi5gLd8OVWNjZKyUn8Hnjff67EmRXjdFCjKZikFf9ToLru7jJ/ozwTpbBEsn6cRKVkTImWBeaw/pnXx69gN1a+irqF2Qx2tOywV6G+e3fELFIDEYw4gq2sk1TWQTuikkrBqGfrcTxj33ydNPnxNJxwI8vtbM9x5SxujRzqBT6ZnFnxuO2d8PGP1Z3+5q42OuMs+eyU467sZgqWdBIo70TQp6xpq1arQytYw8WRYZh3cVS1kjp7QLMHRDNDCGqHh/vIQmi7wMoxOtaG5GcgmoLPVpHFhmGDENQpK3IwZ8s4srMg8JJCYAZd0wkN6EqREx0OGDDBoHOD8Kjs4bcnScSKTwbDn4mpa2nNplkL4PZ6asabrM3DIviOM3cYEIsfsQXC/EXTKNLPcBAuzcb0qNiHU9vTsmBDy+2QSmgiEMQoiiKISpPSQbcsQ0oNM6vWBzKsyKEzO+9nDX428L5VA+XreC+PPeT6HDbfJZm926hQlzzFHefuXl8O+Ez2EwDusZslrrSk/OE8koL0pSzYt6WjyCu9/ODz6sEMlxUWStetISgydiKG7Dwjkqckk3v/+Lzz6rzDX/q6MhucL8z9unSktirKZJgKOlDByV89rWq5NB6T0IJOERbPWVJcG/uiovoTwR0Odjr9jxPoM2l1NBt3Q/Vi0/vvAb4A3gNq6htqV/Xj7LBBGwD4HkV29kpuXLuSeb1/tGZECQUsj8X/ejrH/YQSrxujiuUc8nrjXdIqKMR51DX7xI8kRh6R44FFjt1uvbb9PN+Sl+x3q3RhOtNV849Q2lrRVE4pIEh0akUL3lX5Mt7KduuXaRw6tqNRfmvVxclFHu3fGPQ+fN6e/7n3BvVO46PglofHDk1SPGeJFPp55edLU7i0cYxihmgDS9bzlb6a7IsVeoUwKXQjoWCW8krGmKB+iCedjSHUYlAxNlQwZn74f+G37Mn2Gm9UmllRCJinxXIHAIzEvsTJSLD7rr7Qr26dZn/+xOpxOfup5XkbUlJw9rvzb/+mve2e954V3wIERfcF8ZEFQGh98cG32kxVXmOecgJ7bp0wmW1fKls5qETYNETAJTx0nM8+8Lb1//Fsr3m88Lfvtxmhcs+Kk4XfS2fyilPoTrG6MCsMT7tJm9JFDcJe3YAwpSIN8tL/SrmyfPvv1N41H5+7x2fLOwspOJ3g5aPf383Di/IX4ngCsXu/PAXaj50JRDj3bXhrwf/hPpK4Bfs66bTMJ/GDrk6ts72LR+n8j5aHFTvutRxfNvea0v/9hY/OKN9ljTxrhKYc44t23HA4sWT7vnRUjlwf07vXyBLd+OuXT4ZH2cRV7FOuXnNDCwsYiNI+sITTTkX4RNt20uCL4/LkRkTr2Xveoby6QQ+4GEVrVbPb+uB/2V7qV7VcsWv9b4Hv4uzlcVNdQ29fIpS3lAkHpCV79VyAJPAhMpHthM0kTfh2cv6h5FuhdGA8C7gO+jb8Cf16nq/91UFbtPdiP6d6uCCkH1+jwWLS+d4YuAP4BpLbmCz4Wrd8Hf6/cvQCOOAl5+JdF4/WXy8riMpn43jXynuGl7nPhtPdSV2FIeIZOV6cnSxKZRinFkHvuRR68X4o2r0gE59ru5DFN+tMfj/rngd+t3K3js9Q+o8wOrr69hkxWJ1wg6IrLV+5//LxjtvgXoewQ3n/7ae9PN7cKzyM3HF787Rd/S10MOGOLv7nFK9bKRb+tefyZgj8+/e+C00MBj+u/s4CS1mWt0jCL0zMaM0KTD2lB/d7Vb3e9jsw1KoUkm9Y/9RyswuGCTELgdmaFEZKZlmWBQHGVs6Cw1Hne8/i2m9H86lGCERY4gVDLsLueqOiXX4qy3Zo/84bEf1qKw293ljO5KsFUs3FhfMSQ8UKgHVB1wRY3SBuTfy0wtOD1BUbZ5QJBtrMF859Pt2uT9454cVdqw4c+Ywyt/KvX2VkngmbuS1riGMYcT5iWXLBUa5tt43zpAIZ1tmQ0CCBlMvnkBxcJx/lb8JRJevqJD5CNHYjhFYS+NtVBegEx7DuD6wtQ6eG62O9emdteedTaIyKD3zAUdQ21698AfCNi0XoN+C5wK2ufwnfhz7c3gfeA+4EYcHjepSuAKtYG8hK/MavjP1E6EHibng3X7vP2qmuoVU/1B7FYtP606rLM41fWLmfJqgCP/cOUcSI1nRR01DXUJrbm3vKTX53RGRleX1QkwrNmSrJPvpGdn6jq+Ffj3iXAYuCeAJmCDMbP/3TdKsIhyYcfGcld3vkPKc8MX7/oJLq8ABOrVsvmJiGTBPmSNiP6iHfoI/hPTXs7p66h9uGtSbOyfYtF63XWXVfkS/hbjia3MuY6BD92G5k7JIGVQDX+XPs78UdQPZZ3mQe0A2V513Qf14HfAl8DRvT8NMmVv03dN3HcxRduaXq3ZzvD0P37gAQwKxatL9zYyb3FovVDc9c9BezZfXz5IsSTf5PVgN7RKhb/+nLtJxlTOwcNEcg4IAVzPtLRirQhTrXBcV/VxD+eKWh+8WnvohFl8fiyzkJak4F9Hr7dGLXrAcPRx+2N62m4LpRVeZimfLLffgPKdmvGB0nhrRkVJwB53i/PC6ZefFhbdd0v7h+xoWv7cscnD5bd8cmDFcD9hx2UOq0g7FFd4VBYLPA6M6UykdZD+w/LGGHtiqbXusYLgY6QCE1ihjypm65VNiwt9Gxa6E4mnU4YV65eEpiHlGRTlCQ69KnJTp1UNkAmJXCyAq8wSDDivt2vvxhlu9RmRsx3uirokiYzOgv5vGzkmDLMbIHutNltfzl0c+/393kPRv4+78Ea4H8dL/Ndmc0g8XB1oKKiWJSUmoY1DH1IxQ8wQ0twZTEZx98XynMBYZlOQguMKKfixGO8YCh8nSvEU1JKmXxnESlReJ4YM0SXepjAaYdiHDsJ45hJYASbVZA/+C3uLM3ti7xmwaYA/hzjeCxav9mNuli03ohF60cDx+Hv75wvgh/wSPwOgEeASb3OqaZnkP9X4Dr8YD+DP4S/r22iHODTzU2vssPZZZ/duqgsc9hzbIoWs0xccEbTirMnfhK/ufbG25I/P2l9W4j1KRatF7Fo/ZjWt68fBfy5vSllxuPw3vuCRclS482WMWX4fxxP1DXU3ng678ZA8MH0ADKTZRexOHD/ykPD1y76CrVfaZa/uLTx9RlNlRevoDTTSsR5xDvku37Dpc8V0F/rn1+Jsh0r6H1ACF7C7/R8NbeY3maJReuH5657CqjJvzX+Pvc6MAP4GXBxH7coy/t5MVCLvzWpBI7u9T7d5bbhr+agjbkGY6C/vuHDewLNsWj93Fi0/oxcj/wGxaL1U4BP8OfGvQ10FpfLdCAk5aJ5OLM+WNN62A34qqcJWsJGpxuscosCFew6tlg8/YJfjMIlGuMtvXLy4cZdN7+4T/Etz+/NtAVVuwXNSGHYLKCoIsSI0QEihfC177qcfqF3dT/8LpTtnD0ndUtfxz9516ggJD9/0b5/2bNz6y57dvHGK8w7PnmwBr8x+OkyN/D+kEq38w+/aG79xQ87pZz+ebbr7VUi8epy3GWtxcBNIEJuhs5QiZstGeZQUClF+b5BITTQDYlRogfK9w3cZJrsYZgaZlCUaxq7JdpMUqsF2ZSOk9FZPcul5VP3+Mba49VWOoNcc0HxUQcPS1IVcdh3aIZiQ7CgdQiPzigJL4uL1//y6QNNt8968KbfTH+oamP3+vu8B3VgFjDr01YjCbIzO3PGKveVV2Wow3OdWctE+m8vIjuzASHEY4AhKio7PMfJyGQrpDownKzmbwYtwTS1Qjd4lZCcDkJIT4a9mUuONg+y0EImoiCEOWlX9OpipOcNlSvvGrqtf1/KwEp75pS1QX6P6kkH7o1F61ti0fqHY9H6XTfxls8DHwHHAnH8OZ/dk5gFfpsqANye+znB2sX2uj+3mwAuxG+wGvhz9U+m70DfBL68iWlUdly3vflxsfvezEIef6WMdFZnzC7wz5m7C1fjsmvtL6++9PS7X41F63t3IK3PjcCHV9w08k6gKb26s/173ze8N97S5ZOr9hUtTpGGX96+EYvWD5sglmd/xJNdBxZ+6rFwKSUjCvR4eTVJz2T28iLx9gfBw0HeKdGCoAVAHGfoXm6Y9Dpf/9f20+9E2U7VNdR2AC35x/IGiU8BVsei9bNi0frjN2WrxVi0/nT8le8/Aqbjr/OQpWcdC/7Ip2PxO0jjuf/CujHtKPyRVeHctfuxzmgpAQg+n23cvLH07agG3Rx9/AXzGul7C4Ug/oIND+HPhftNLFq/H3ACcBH+kDoPf17dW/g97GH8Xvr/XvaH9B8chzce/LUp2psxusucNSHAKV+N3Glm9cBzT7a1jbec74dC8p4nHorry5YIph6pS9PRxbARnnjxyazhOALdgEgRnHZh1hCGg5vVmbQ/NHcKPnzVpHyIMxg7YZRebrqj9oeXnPu3A1NdTOmucApKXeKdGvEP9IAekDUHniV/n5YcDURj0fqxo/byTmlvFBemk2L06AMwls6Qc/c4XL47+ghtvumJyLsvS+3aaWWlN17ROb44kl2+dGabeOo/lvk/odUEDRd3VZerlYXOrT6mINb5aSrtdriXUyxu1odGCvSSIMIQUhQFhdmZ0bJLOhm+h0dXq0E2oxEqco1MUsPJapQOzyJMjfKgoH2JB702OlUGny+PPP+N94x7f71bdeKnUgoyyUpeX9TJlD0SmJrQIppbmcL4EXAqYMmPfl4pU+nTWkZUfj1TXrK3IBTWNRYKIacfM1x7a3ZroDygEawpMI4O6sExkeZVy1NjRoi06eialAgksivtuYuW7a7ttvvruCmphc2bSennYIR2QWp4K1ZJEdaElpYE2tp17433cUsKQIaInLq/IcyAlJmMSL02BzlsCInpqyg5YRxmabD38GhlkKlrqF0di9YfC7zEupGIwH+68zXgmFi0fiz+k/Mz8QPuY/G//1fhd0i9BozHf4p1InAIfuBf3eveEn9156X4QdTTQCFwfN77+b0P+e0wwbpbROW/pwxidQ21bixaP/Lux6qXIoS2xy5dPPrvMiYM72DGkmpM6ZZktMBUkP+JReun4gdFpxwx1Tv27K/Kr75054qCBTPSiZnaqI8rwqk3oOjg8uJswZlfWn0gjnvitXfXfA9Erdc9xxlJcYlGR7sMA3NvkKfqI1g9uza+6uVhI/UfacOq+cpJWT6e7tDRoTGypEP8/teaITSN624O07xax3E1qQmJJ6FXEc2i7Ay6h9JHwhFI9pxgEgYm4K9fcjFQH4vWH4o/Iuob+PWkh1+/vgmU5q4Zib+tXgA/XhP0LFw68Dh+B+gq4AbgjrxzZN41vePc9Y2KGbQx16Cbo98tFq0/EuhzoajqIUjH0a5qWe39E7+ijGzgVt098V2Tv5T99Yr5+nXLPhc6CIIhuOqmMNXlpQTCLlJKXn85Kf92Z/xuTZcXeC7B408WfO1Mv5w9/rRkcmAGRRGH218ax4QjTA47JiADAZHWE6HQO6877DXFQQD33uy5V//mvMHYEaP0IRatHzL5cLF82htS0w2JmzfrqWIsHHq+ePZfV3OKpstGzaD8oFM8GRyhifJRgo5VEC6BYARGdhren653RDJJ4qST5C1DjnJ+3NaUCba9LVn5QQffmTQNI5tBLzARpo4Td2n/KP5CsIQpYaso4qQcgsMLEQLceJbUdH+RUs8VxNsMCsschMD1PDQPXRSM8ItopsMjEKIgfP2zWzWPUNkxtM26Xp9bNbQjnhWRogAUmC4FhkfWg588PZTDxrcs+v6BF4zxPvzZLKTcU3YlRcfee2IUlAKQdrsQCAwt6GmapgGOhvFQ6KmnTnWC4RK3uBJv2BCCZiF8Nk+KikqhT9obpAdtS5cAQYxQNVJAtguEQKaTyLiDVl6K99nnONWF6BVVaJouvcVNnrt4hb7qkQW4rSnCk4Yy5KIJ+4hRP5gxoL9I5QsTi9Z/yrqL5XXrwu/o/xP+vPr1BdXdDSaBv5Jz0Qbu2a0Tf6jpYb3fmDjZ4PxLI9gzHe7+bY+qs/eCfQA/rWuo/c1GPksZJL575p/rUjJw3i1XLSedgp/+vgbX8QugKbJZT5h7uVI7EvgTSP2IfbqYMuNFXEfyqH4I88QwpBRcfs5yOclKiExWrPrto9brZ50TOvOxfySZ84nD7qMSnH9KEz+5fUz+R8eBfx53bPqC/znNYfqHWSZaSTo6NbJzV1L8wafISJA/Z0/g49kB/MWFyADBtfGVBHivruG8g77AX5kygGLR+nMjhTyQSvgz63rxgHPxFxx9nb7XdMg/V+CXw5vxH8puKAh38UdQfZdNe3gt8UdZ9Y77EnUNtetMRRgMBm0PRl1D7X/xh+une7/X1IjwpPxG7mX35KIEfW+voOX+Raa9ZP502ediTQh29El6NlIoViNkIp1ynQXz0p8+82jiZeAFAf/RdNwDjzLWfMCy+RnKi7JEgi7RkzNMmurRlcqI15/zzPdf8xCeIN4BXZ2wcul6e52UQaiuoXbVBZeHhxeVslBKMIKg5UrA6vmCp38lpwLDhEZG05DhIrJAwklD62I//ikwNEaMimilFZqoqCR8+LH6lfOyAfmlIXHOPbWT089MuqESI44nW9yU47qS+V3zUu8HI96fhef+s+PDjkyXnUS6HlJCdlUSKUXuH4RLJKIoQCaN8Fwh3KxYu91ZhQGaqB6o35/yxSrd6//cqohbXRV2nxJCIuX/s3fecXJV5f9/n3Pvnbq9ZLPpjSQklIQmTZr0IkOv46CIgqJfUETELyggglgAAfkJ+IVhRAEVRukdQaSEUEJ6r5tkS7ZOvfee8/vjzJJKU9gEmPfrtdnde+/MnHP35NzznOd5Po9+V5zxzL17GFfhDUvOu2cvoMvIjfmu8NXa/teLkh1lCbv/GSSDVuQkhAwzbw3ypRnIabO0PXRwXnf3LPNefs33Z89pIbNuBnAFcBdeoRd8jZSARtsBZFMjIuAgx47ADkpEthuvmEdEbcvZfTsiUwcjow6RXZtBiD0H9KaV2dpMBn70HueimIVoW+l3H1ixhev6vUQKI8w7cpPzBYx3ysOIQs0CrgPSGCGpjdYYk6c6hCOCsRM3W59uaW222UZBmc8ut/z1nEQgwNGi6BKyPRzhY1vGkPZwHKU5HzNeNaB7is7qvLbxsMg4USzLzLGvzawQmZzU/5xeWXvQIcGj1qxWLJzvIwScediaQmu7nCOFdodHuvKO8OYEgvzpop9FXly2OjyvGGxSc+c7uK6gu0cS7O1B5Yr4nVk6VhYYPsKiplZs4DVdH9RnSf1e5c7KfAZJpuP3ZPvYVSm2JCItgQsw+ihgBkkPW44A7Z/7QsDFm1xTBFpK7+Ni0qofxUQD/Jv3LJGn3/2ybIQdILiFi95v8+FTzWfWo99PSdThekzYyEa79EKwWmsqSscTGKGHa4Gu3Y7xh47aScunbrfobhXLMeEkEjOxTjRvQJeAuWO31zt868eWtGyZv/I77tkdreIuoLj7ns7v5s11zznwSFm/90Eh+4E/FpXTuUbvs6dvzexotiYdnqNYFLzysGT1LIfzLwwza6bi+WeL5HOi67pbT99ENKLMZ51ELCWqa8WlE6a4P2lfI5zFcyTrH54it9d5ZK0qQpWN/C4M6TlP8khlyOo8dNLK4UPemW1bB+2JHjmkM5jNZoRS0b+2qZkHyrYvVkqPObrGn/jO9LscS52ss0WbnOf5fYUTvXmdfwKEW+BqIbjAV6JWOCIsLQGNFb5akxFexneqvtiEVROg0FKg8FYr+T4bKyyoGGshhKWsgAgEL37wP64UUObTyfQV/++0ubOztwZsqp3RDVhSoDRojY7KwvLxsrdBKDWtZsjwicBV8wAAIABJREFUrwCvaLRWyq2P2LUh6Xt42svZTnS+LQMj1Gv/muG+NXc/1VsU7ZNGM3Sv3X4igqHvF++435FNDb5a0/qtYPyI64AIwvol6IQH9a5lV9nBsLC17bF2la9z2bCoMmtPLS1Ev6i5kAgBWmsEDBNN31y1Ne9dmYEnEUvti8nb3FJe/kxgNNCBec6/CjRj0v4qS9d4mIXlThixp8ms9yRdA3yzdD2YSj27Y3R8HgS2B0ZhUgZEOII68sRQ8Y2X3ciSBR84dZ6ZTMc/syWgymyZt77/ze3e7B3yB+0Wv/jvzjG42imtZAWYiNRRmDE57tLzO+56/qXQfvOXBlR7p7Oh8vi/gUmjxliZo48NVf7+5ky160J9rXrwN7+N7Fl45tWqt1/qpcbJzx5+5fHvACf7vp7/6x9nVqxepfZyLL+uNyMlWvunDntb1Q8RzuvFCTJ+fjMAP7+il1Ur/A0+DoA/JdNfOWMg7lGZbYdELFUL/BazcbppZNRSTFq1xqRMH4opG9qHsb/6r59Xuk5hoq1GlY4vL107AmOPdQOXA7/GeOnvAU7HlM+zS6/XoK3S9QRDgpHjYP7MzZq+LJmOj9rs6GeAz7yh309JKfdvwI5sXrrGBQ5NpuPPJ2KpU4FJZ9/gXRaMwNtPC/+l+61TMA/++ZhdqM66Qco+8jRPv/5PS0ejFt+4sFYK0HMWrOt4+gGqv7C/5b30mHDmzPLt/Y7Q+rATEX29cM0FgIBAEOKXu0Qq4fH/kyx626KpSXLV1UEsR9CVd5bUNR47ZgBvUZltiEQsVQP6D1/4kn/0q89YpfEqCIehZihqx2+K/z1juzOvScRS+wXD+qAb9n/8f62enKUG1yPPOO4KS/FPK9uzglz3omm54NqVPbLx1fsk/oqcf92p02Xx7TUCX2kN7aojX4sjfa/P11KWdjUFCEsQPGI8Oq9Y95clVO9bh90QIjOvj+7X+1AaGsf6SAv6+hxv0K0Pb1ZIt8zng4783Y6vvGtea+M817PCCCnqgy4BGzSCQSH1j7HVZx+7oPv2CcCZw6PN37WkXaW1xinkHscJX43lZBDyrcXty55uz3sH+Y7NYO36IysaLNHRhaivQfdlu0VQR5BSY4cKupipVGgEFlKDjtQgtCT3i98TuuBUyK9DCwt6exFeAVFZA5aFyhWRFWEpBn3j8/EALLMRJWGoczGGeSWbe9AXJdPxcYlYqgH4LhDDrB3AeJSOwRjz04EfYJTzwUQCiA2++tWeJWbt0K8dtGGe/odlTDIdX/IRX1PmM0IiljoEuBuTYvJuxKcQMLhZdK1u0cP/8MAgF7jwJ9/r2G3lUv+E0iW566/L7fLMc3bDw485b2M2pvqr5KhzvmErNWuB+OPLwywptDryjGjm0C9mgvNmFDO/uSlaU6pZbsZr6SfLhnBIcM311aA1l1zYTSaz2ZD+WjIdv/OTvStltlUSsdRETCTTGDava18AdsV45M/GaJ9cXDpXxGwC+Bi9tP6yepL1onxg/g9ooBOjgeJh5uTScV0ajOujTISAYFiwx/7wwuNsGk/wbDId/0yWNP/cGPobkoilHhaCozbpusKI5dwHBHY50rdH76SdF++1/ty6VByIyec4O5mOP5CIpWafeUFx+x33UPR1w40/CuurbqxRoSjuukJbICAcIaXQ86dLN3mLF9j9AC0OPQGyffDzC0xIthPSWBKcsKBrrRmII0dKfvTjAJYl8L2sPvebsimZjrdt1oEynysSsdQPgF8IgbBsjedRmqDE6cDNTkBXXfXDxX7V24sD/hd2fC08cUdbCDEWuMOWh/3gqyek7gnVcFq2Qwsh4Hfxl7Scv0ZTVAXtKaF9HRAg/YJyddazlRTCEhqEILDPcLweRd+LqwEQUQeyLtluC600jeNMCGA+K3Aq7YMqr3tki7oYZT4/zJp1/V711bzYKwNWpx3B9j3Gv/kmq4cMu5nRjQcDE5pCtfmgHQ5q5a0JafufCHkE8BbOEQe+vPau87TWNymwLA0TKiuo1tKX0i4itMQr2qAlGl9rT+S8ohXxBAjwl7cjhg6neO8/CJ7/Fci2o/N9iL4ucF1EdS0IgbekDTLuFc4hP/vp1r1bZbY2pfK5HWzuAHgDU8XkVMzCNIjxGl0PnI/xJo3GKEA/y8Y5nz7GgWCz3rPkYVad/+mG6AvJdHz///C1ZT4jlCpGtQL1ALYNngdS0nnLPY2XBYLiN3+/t9f/x/25AKAnjvcvv+Si4kWYMbnjWd8I54FlGCE0Kith2FCt5s3VvkYwfKjnXPqdDmVZuvjDqxvlui57M9HSYNDkYUcrwHUh07ehdMW7rEum4/Wf3J0o82khEUtNA3bb5LAHfBn4M8Y4D2DmyluBkzDz5JeT6fi/ErHUCmDDctP9Bn+/cb/J7xsadxvvp9Y2Qlf7RtUB+vGB6mQ6nvnPernt8pnN0f8AYtW14tTtd5adrB8REtgX88DvfeNR6+S/XWvv3rpUfLV0ToC253XdcUnzaKVef15mcxkK7S12IZvR6tJvd63OeZndOjvdRxfP1d3Fgs5N2lWc8eUTK1+2CKq7fwvJ3yi+85U1OLbGEgI7iM50C6QFoSD09nn86pdFfvXLPN19vmB9uEqZzzHJdPyXwMHVNSzcaW+lNpjDvgPMcIui94GXRn6959R9vpQZXbWXEKK/zJOj2+44/cD9vFHZDp0BiuNHFfIB5Wp7dE2XqHQORPNnEbLWIihIR/zEHlf9B2d0lWsNimAPieAubMPq66VqSpRQA1rnPJCaSK1P1VgLrUvuqqBE2Oy8VW5QmW2KyZMvfLmpbd1umbx8Lu/ZKtuW46lxe9Ahw3GM+nlvR6HnGlflj/XwRiFkntJ4Jff3fcaFIseC6APcgJQ5J2CpQlBmXVt/TaCv8abPXUa+6OK6f9VF9QOnuzdX/OfruA+/QPGJlxBeH6GvHY3uXKuF65uHXDgCFdVoaaGFRNgaqiLlHP0yJNPxPoyg3v/BRvmlU4AnMWJ6aeA4YCgmd79/jh0NXITJGS2yXuvHxYSTfp31OfuzgBNK1/TzUTwtEz9az8p8Fkmm4wqTCnJ5KEQxWpIPU4rat18vLAR6jzm5YrZl8WVg9CUXFZ8qvVRgh6pvu6vyulCIPGbM5nt78efMFb5CPqERR3Sss17r6ZVF3xcdQwZ7hx99QrRj8DCpbRsqqyAaNUb+oEaN7YDy3iMtGqo+0RtR5tPEvpi5sI/1c56NmU/7S/Qdh0mHuoz11rmTiKWuxozVLGbDtYiZYxcBe2PWFH2YEP/jgdk1w1DiXet2oylWd7Zt0cgHM59/YFngTyOfS4/+hpTy9V4s/fpd4E6M0mMYODeZjucTsdSeQKqqXk0//9fuYVoj1y4TZ+4/5eyHErHUfGAIcFMyHf/ReWfeffXxZ6sf9XTiPfVXOxMIiuqLr6jT7eE24Wqv0PVod+Heh+urfd8MttG7wrpV0FcafJatkVIwZryvLv5h7SVSil8TPvY9Z9Iyny+uvPyu8KIZMgOIcFT/PZeRJ025QFwcGcQeQohzv7H9GatnrntwyJzO3KNFpdecUp3b0xJUdHRw1fcvCV555wXTH9JF9wAQr1iH3nxw4eaTYhT8+7SvpQhbbSJgDfbX5bXfVUQo7SvbbgsMCgwBgb82g59TuBmNkCBtkGGJUx9CeYpl/xS/Uq68YvIL6b6tfZ/KbDs8NP+uXF7aoTovu2K30VWjfO2dofDjwA8bQok3ddf9jn5n2qMU8vVit30HiWBoqKfVo9N6u4/d+df3Xkpzw0VEgusi3/zDKPf5y0eo1a1zreG1ocLLi1Z6qzLDnEN3J3jgLgiviL9gxWJ75KCx2FZpgEp0tlvjFQSqiEBCZSO6twedyT4oG2q/K+q+snJr36My2w6JWGoRJty0iAnr3wcj4ndrMh1/sBT2/3vgIExI6T6Y3NHxwP7AXzAL0RGYVeYKTNmo/rK//SGoApMG0Mzm5fm2FNb/BnBOMh1/42PsbplPOeednronm+V0zLhplBYNyuc64F8lJwG/uOSuC+YtkBcc+eXgKyeeHDrR83Tfz36SGf7TKwK1fX36zdmzldPUJL40Qs95839vGvbmytbADiAyGK9qoLISfeOdQ0Q+r3q/deaaiJTa0gqkBIXQWm1xvLZhomAfGrCbUWabJxFLxTEpKGA8+i9hoqT6gO+WSkwejvHs/wtTqtfDlDSdhplrqzGh/rdibLYEZnM1D1T0h7wCBRAeRmy1n/eaX4vA/wC/T6bjnynD+PPq0d+QOZgdew3cCLQD36yu16f/8IZC74LVd8yUUh8CjO3pEEf6HstLIn7TSvUgK0FHKxr0RT/60d1XjpusL5g0VYvtp2qnkNc1mV4lFs8vSCF8EbDQxck1DccdU3x5u7G+DgXRlQ1a9a0D3welBG5RUMgLFs6RUkpxGaaWb5kyAFx+5Vk5EG27HuBpJ8Cx0SrVK7S+Srn6y9OuVcsTsdTaf83M7FNUegzoL7R7cgawpq5Wpe/8+ou7uYqql6pGReeEGw8q3nLyz5DiTnwdQGtbBKxmpBAiZEu/oKXvYknX2zm3snhjfnlO6YJCC1Es5iWyFIyqPRC2RAYt0OICjLJqmTLvsm/7/JmTZK8eP0wM7yn2FFRXz13AIQECr/UV7s/k+9q/SCG/G7CDXr3iLaDNFvKuvRqGbie2H1erv3p0hT790JGq8MifrEnDX3X2Hhe2htcL1VMcTr4ovDfmC7W8RdCbg+6+7yP8U/CKHkKC6+XRnqBYKG3ja4QdQFTXIioiMeC2rXlvymyTPIYx1AMYL9KTwCHA/YlYqgicifEcjcUsQNuAFKae9HBMvmgNZpE6jVKIdOl8/5qrf6F5HyY/tb/meMGc61eJ3oipmNrRZcq8SzbLPzBGCkCb8pmBMaB+noil3EQsddPsuVbC98XIJx4p7gqstW3xwpLFyrn+N8UdW+a1R2e+1lUZXPDmY1qp9ODG4sTS8IxSSmepKfYIrzNL7oUFc4Dqk7/U2lNT6WFb2tPv7YZqAO5OxFJbUjgv8/nlFdZ79v8OrAbiGI9/IRFLvYjx7o8Cji6dX4bRSNsbMy6jwG9KX6eU3tfBbMwKk40vKG1WVWNSsOBdcT7YwhwbwGi2fOYiUz/3hn4yHe/AhNP1588FATFyO19W1WIHAkwcvb1aCjwD4tpJDV/f+ednBY975E77ju339J8CXQPQ145t2fqMhbPwW1fj9nbRYdm6e8JOlho8TFDnaGoC3rKuRfq0R592xkwZ3j7vxn0eWvxFf/Zavwj9ghFCaGxbs8c+eQV0YcL9ypTZkAOHjVY9mV5BpkcEZ96mRedsvGI3NtA47xk9TGueAvHAM5nggfSt24dZs06iquL5+U7trvnmUYza/QvC23HHb5ti5qKIpt1vzfb63QU3tzhLtlXg9qp2r8871nbzxxR7vJYZzzpzls4NLorWKYLjq7DqgjjDIyBACaGVJ7owuaplyrxLtZc/prnOWaDR4Hq2/cyb0lqwSoO0FURUTfWZSPkn4AlWLTvTDQYnqUAogBCv2WceeY4XUiLkhNHaPwlNUFiBvFa6M7Tn0D45aWjG3m0I7sPPULzv7xm9YNZk/+lnLvJefrUzI923MrqwUOcKqDfmoFe14c1YjOrrQ2e7IOB0YxYaZcpsyMXAP0o/W6xX1Lcwi8mLMQvMFzDVfEYDz2AU0K9n/bpqR4z6cx7jTOguffVTxCxCf4ZZ+L4CLKuoURusPjdaiPYBj//XvSvzWeMvmDQRMAvJUk697h+7CeAm4OVikXMLAXtEIWBfMWlo10y3bd19t/xfOPDPV6P89M8T63sz9qTD9uouVld4WYzIWRegVVeGhb9+TleOC3Ym7w78YK+jmtSuU7xXC65Yjlk7b4kcJm2l+B7ny3wOSabjCzDzZr9waaD03cbMsXsCT2Pm1x8l0/EJmDH8KGb+69dCCWK8/D5mg3QdZn7dcOtpGXAWJiT/7dLvPVtqlwjgYVK3l34c/dyW+NyH7veTiKX2A27BKJKSuMDNTtpdRTvb8K69INgHPP2/yfx3i3leb28RgwJVWKGoEI/ebun506UAQTCqOeAEb+kTdzu/A0753s+sQaO2k8OlsMnk8PNynYXWWihE5fPvULF8DRnP0Re8cMRGYSQTxitWtggyfTKUTMcLA383ymzrTJ9725i/3Bq4rbVFHuQ4iF3299e8+pQ1WEj0Dj8SPcqSq743ODMVrV9Fqx119zpAWO04yKGTaAgHUJ5H/vf39wSaxaVyUNWJ7ty2Yd6ijnFaQ6FLa9sym5/BcZWifYHSy//ta+mgJ+zpWuHxlciIjVCaYmsOd00eNE01tz7ZurXvTZltj87CPVW5QvYW5/X5p0deXSAzh+yyxp3YNBitaVjR2ROIOjlgHEN3uA04RSN8YTmO1j7FYg8hEUIrhT/9tbw3fNAV2cG1uwusyRHC2+ErKZ96Ctq6XBzH8nuk8LUn9NlHuzg24UWLHd3Sil61FndhFyrnY49pwBo/6gLnS1feuLXvTZltj0QsZQM/x4RyBjBGdkXpdAazsNwfs9C8GrPY3JLn0sOUmqoE9mNjBepc6TX9Cv0KEKN38lm7VIhcryjlkr67PPh3Mh3f5+PrZZnPEolY6nzgSqAWtG/jSw9LgM6DzAPfAtaFwjy4597COmnEKwENXHLvLvTlzF7WuO2k/s7Z2b9fekVgfiZnHY3xqkYAfniJ5U2cKK3bfu/q6dORnodWan3t3y00KZNMxyu2cLxMGRKx1NGYKOoxmDHkYubafq2TFHAzpjRkNes3XDcdb+9gIqNOwqRBDSod96G/ru5G6VKl75sJSGrASabjn7kS0Z97j34/yXT8BYwQxPnAWTvtbEWUD4W8sDEP6al/vclZJCSD65q05eaE77uQzyD6x04hA4tnyioEV0eiYlcrLIcoQGuhX34yN//mHwaZ+7olbBtyU0dnfdt+O714+4Jloe2A1ttNhLo6zdLlkmxGYNn6uP72JWKp+kQsFd4qN6fMNseuE7+x+Nobzzp4x33U8fsc61/c1KyrLBucIGLXQV5Vc9Gue/qNaJuP2EkLKQmEtELoipCgduUstFJg29gH7hEStdFfaF8foKPB0abIOIiQeDY4sVo4Q6NCSEHtGMsLVDKrYYKVC42t0PnlOV1Y1osq+rir82ZKVbq/xBS5y46qzF12VFmMpwwAtcEzeoZUnRMPdeX39HafcHXnmMHtaA15l/yDr1f6fSqoG8ctwiicS0D4vlYgCOTyaN9DKA9r3LhAvqn+Eims4x3Xm4DSEqVQweALfbOzTmZuVqrerGBlm2LpmmVS6U7RNFTLIU1aj98epWyE1PjzV1N87NVz+9v3yJDDg48MObzhPTtQ5nNFMh33kun4xZjw/F9i6jP3E8EsSB/ChHraGON9SwtEG1NP+hyM4F//YnUpEOJdoV80JgVg2ZJ3pBq1g9aNwzezn3bt/yERS1mJWGrwf9fLMp8lkun4zRhxs5+PCrR9y0f2lxcLAuGhQ/RPRo7QD+VzhKdP004wLH1fCYrF9dUgV63U4uc3RHbJ5KyLa2rlpLp6wkKAZZGZNQf/x5e64p13kMUiWin6MKmvLqaK6qZEErFUHZhylolYqrlUMaBMGZLp+MPAOEyE1Emsr3oSwGyqHoLxwtdhDPb++XXTkTYIuALYGXQjaISlfdBrSuf7x1wWmMG7Yn5i07cSwBf7f0nEUo2JWGqzihOfRsoe/fdg7eJ7r58+o3jeIw+g+nqEAELS0hx0sqeGjlG3/fEXgaGhCMdkegSYmo3Fibv7LWN3UG89d59z7Glfr5RDR1q8+UYeb4LPmzcXvDWtlh2Oaq791bo3F7REb9m5rjBlxcLs11aucXzG11SO2N4nTJBbf6bp7Yah49VO3//+We8kYqm9gIcxIScTy17+MpvS0nf7GTPfkrdb9UJW1Av+9pNgsK3V56QTPX3QAYUn7rxDTN9lQubSkXtaYtZTrh47udobPCqy1ulpeZM1aw5DqYDKe7jvrEG39yKbon1WpVOB0hTmdrUVQuEfO5lsg1PjXCJDtl1Ymw1Q0DYCRNBGFRTS5tKqm568JnfZUYOBNzET7BfCVz2ydOvenTLbGkt7b5vidPU9F/nzq1F7+To/ctlXgjIohMaBYHTG029x54q3W35+5uF+2G5s0sJ3FdliK5Y1s7fK2l0orybal8UNBBGLlpDvorf459cqhbSIHjqpUJg7/4LQ2cd4QeH9EssKI50sgUgtGnJ/+Dt62WqIBN+OXv3wlEeGHC4xOXwNwClHtTz+1Ac0v8znjEQsVY+Z05oxho3DeqN9DfBTTPh0lPXJnx3AEkwZtLGbvGUeY+iDWcBeiRGZuqL0GSsxKQEbUkim46FSex7DhLj+IpmOX/tx9LHMZ4dELGVFRf7VjA7sDMKtrlZWd7cMAAwdSn67HUOXv/mvzEXFIoNyRRuM17M3FGKV6+q1vs+B1/x2EIsXFGhZlqciXCyk/06wkIemZsGgQeL2d95WL2PyqncD1to2w73Ng/itZDquErHUVRgn2vPJdPy4za4q87knEUv9CZNG3R/Sv+H8+BtMRNQXSsc0Zg5dhfHox3jXSy+oH6FVZwtCeaLfkn8Ws1l7UOkz8hgdlU1pTKbj7YlY6hggidEH2OHTLs5nf/Aln0+axpx64X3fS12EUdc9G0D5gqf/7GhKZR4yPbiYh75oaCL45a95o22H0QR87Y3v4977NPNfFIyZZPUdeEqh/ZkHgqP2mtTbe/kPa0dd+D/+7wlF5JhJwhszrLN1QUNVhVJaLFpeYPupDgceoxnUm9sZM4iHYUL8Kkvft5qhn4ilGgCS6Xj71mpDmc0ZUnHOPUP25Z5nVyW/1donbrbCCtuBp593uO8+ax2I8NuzQ4XD8hnx8GO1/vGRdmdEffswbDlMjBqhdUcH7vK19L7VS6BS+dFJkenC9/dz1+XymW6CmSWZWxpH4Kjeoi806/CFBdrWSoCC0NAQfm9x91JzalgfktrAVsx5mtd1RwVQPaHm66u2VhvKbM6oym+8RSW13YsO2SfnBp8PCCksAaKzE/Xiw2u+kNHOiEXK7/6rLNZ/9wzlzVzsWLVVzXL44OaqoiL7m/t03kLIKgd/r521XVj3kIqK05B4TG4udB6w/fUjLCcEAUW+t1tpa510dC1aETxke3J3rsXt9ptLUrw2UIsZs6O23l2B9q8eFsDM90sa7nziU724+CxR0vIZkYilRmK8mBuundowXv5e1oeeRjB5of3lmvrDR/t5EjgKM0dmgR+wfpOgF1jA5oa+s8HPo0qfsVVL7pUqEIwBln4WQ14/rZT+FrslYqm6b5yVfXP5Cjni8WfMI3n1ap1ZtaoQArsN4y3NAdGg41fn87I6EGDSkGbt//x/26xvHLGEugr47YOj5hbyYoLjEBzcJHvffss/CWPk69Lr3xGC4VtoSjUm138CZrxuuuE14CRiqRFAWzIdz23ttpRZTzIdP70k3JgGDt/glMIY+92YVKgCZi4MYSICxpWuKRn1mmCEdco3VSgwDtKpwAGla4qYaidbMvQnYkRUx5Xev5H1EVdbhUQs1YTZ5O36T9+jHEbzPpQmy5sBLSQceFiEHXcJWGd/t+rC4aOsEwEnWqkjoJdVVFki1yvwPYgMFcJHM3E/zfeudZmwc2Fm9Q7BmuMv1+7T06oru3tk7a2/t63WVgTS8XV334pZ/1LqpYdsnv+bRc0gl0yuCF5hXakpf8WoUh6aTMe3KCQxECRiqeOCVrHlzFHTWt+++Kvq+yff+rMPflWZgaS7aN078zG8thaFW9R0tCqx14Hy9C8dKb6Xz4vQk49XBL/6fV2cMrYPPM8okecLAt8nOLqGcANIW3TazVU7W8NqhVURCAWaw1WDdok62BLfRaybp5d6NZGCDthm/1Roiu0FkGIRQPiqR+ZiVFNPDl/1yOtb61585+y7R9/2Y7v1D5fYKy46J6nvvumeZ7ZWW8psmVyv/bLcZ3xnodqhEA6hhgxD7bv3IfYuU69rLnRWBFd1BdxHn5R60dJ1qmUtFF387l7o6RN09pHbfwcKtY7vrG7ZpWKHSlF53BTbam6qanbzIbwiKu9KnIrlQuqC8oro3jZkwyCsw/ZCVARWARzV8ngRs9N/FqaW+lah+5JYWNYGWjIFe0F3q60WH33k8rbE4VvKfS2zlUim48uATee0yRiP02DMAjSI2aDfkE3/jhoTjiowG/gVpZ8lJkJgS2xomByCMbS+/dF68PFRMvLfwqhhe4lYKpOIpSq3VnvKbE4yHV/X2KDvfvqf/fvuoJSoA660LTUZtB0M+BXAv40mD1hC0domrL5ezdOv15F6spmA9KYBjuviz5vrVV18ka751nla2LaWg5tUFyCOOHozv6HPegPp65j0lcM+8U6/D4lYKgUsBrKligSfOYX1TzOlaOVNdXMc4BLgUMwGaxQj8rjhnFqyZU04fstcMQ0tAphNgSrMRn5/mlQBM8duyXjPlr7fBHwVOCCZjm+18uaJWOo8THnWzkQspRKx1Df/k/cph+5/CBKx1GO77Rk6/Jz/qcV1Nc891cc/n8jQ3qoJhhVjJopctEoEJ+8ckMMnFtB2oYeAqOrusRjWoJHotkcetWc2jFD1T9xkTerrxQbB0ccFOXHS2yxtcfjlX8fS0ARfuShLpBKKeVhZDDUoYL/mRMfWvgc/O+aaUW2BmsU9flgoJAKYULWGuT3Ng5LpeNvWbl+Z9Xz1hLt/LCRX+a6ZCEdPkBx5UIZUKsi4kUW+fdlgv+2Nt3WTk7OVglv+MaYn3+dWnXvAfJwZSyCTzzq7Nd8nAvYXvXntDcIRNUIIil0uvfOLaCS1OziIYACvLYPUCq0geOCoYbJQ0PL4O1u29j1IxFLWhLH5fNG37e/9j0YIuPseQdOw6EEnJk70CwvdAAAgAElEQVR+bmu3r8x6eor3fwl4vEJU2gKB7xfxM3kKv7kfEQ4SPGAScnBTQReLQaIRmDcnq+YujjB6FNkDJuFJlQ2/PPO2wIJVx8vDD8pbFc54fBc/X0R0FZGjhlD821Pozl4CJx2MqGsArfEWLDzZS/9r2raSWrLo2KPbit2yoaPVOEabJwKuuGHsQw9fuHVbVmZDErHUcGAe8H6aOb0YAx6MF0qy3rGigN9hSqAtB/bdwus3jQAA+Bsmn3XZtuA9T8RS/WUHN2RZMh0ftRWaU+Y9SMRSFsaw2UiDZOft+ljSEmKPSb08Pa22Z+/tOyqb63Ji+UKpvxyY7q5uHheY5TXzwhvVaMTjGG/8yqlT9AHnftOsLebNh9/dis7nhQs6sJHWGbRiwvrbtwXveSKW+i6bG5FFILw1jbkym5OIpaYDu7zPJX1AFLQAEBZ92hcbCj8uxqROgdE22XQu3WR+1aVjohko/jfe84+LRCy1B/DqJoc1UJFMx7NbeMl7UvbofzjOXt3iZQoFTV+v4h/39pHp0244qmls1vT1iPCs6VoOntRLvWonGvGrQtKn6EBHp0dFS2fDO4+qfR/7rdzxB99t+fuhU9e6owdnMkN27/XzVRVkZNTLZWHtKnjnNYtcFp6830HDbGDOC6uTIweik4lYKpyIpe5JxFLXl3br+48ftcAasrjLj4iw47JzUyuWVPT0OTTb7QsHom1lPjzKFz/3XdHVv7u5ZJ7m9j+E1a8vb+M758O6OS2yaeIOtohW0ZqtZO5ip2pBS5T5YhShU3YndPKuEVx9hl7bO1bWBeeqznxWF/2iyro5KwiWo3ytFDpfQAaMFqU1qhbhua8BM9UDX/3SQPSzJPBzXSKWui8RS0U3OL4D6HxTbdEWUkDIQgtYvETy0IO5pweibWU+PFWBk5+xhD1HlzbYhR3ErqrUFT85m+i3T0LZWvvTZwRlPovdWItetDwi0IiKCNWihqrkUxFn5vJv4zKcNasj+G474BMIdco6B925RuneDBRd1JoO0Ap/xRq8d5b+Engjd9lRlwxUXzMXHvKNzIWHPJ658JAR/ccWHXFM4+KjjmqTSjdYjiIQAmlBsVuT6VX/s+Cwo8uiltsQyXR8BXA/m3uENvx9Q8+2zcZrLQmcCwzHhJTOBXwhWe1E0EKi2fLabD9MNMFf/7sefHgSsdSBiVjq2UQstecGxwKJWOoVNjfyAUYmYqkDB6p9ZT6Y0qbQj9ikDF7RQ1361RXMXRYBqPr3nHrx6JvD2DG/QET6ugNjV87gjMPbuOGKdr53fvZQ0GOF0F9csEA/NXce/tIlau3vb9M6n0eAtrcQ4VyDEVObPkBdJRFLbZeIpZ5KxFJnbHL8d2xu5INJtbllQBpX5qPwddZ71/txN/i5AhDBqHlWap+KTcbeaMxGwW6Y8pMu0F1d5ytpa0CXNnb65VQAM4BnA3MSsVTtx9qb9yARS9UkYqkHErHUTzc5nmBzIx9MG2d81M8p5+h/ONpWLfcWXvC11dsrZZQhXVc41XVSn/+jiJBScM0lWT3rH5YYv08WP2SzJh8i78IQyyUglJg80bPiCUc4uvaE4Ucu93S2Ra8Jj7JCHkzYzrf3P8hhxEiLl14QdHcUqW9WaEQIpM/Gi4ZPkkOAYzG7nLeVHu7XANUgBWgu3mcagyuzLOht5M7XJ9GbsapuuOCGURfccMHSAWpjmQ8gmY7rRCz1LHAE6AiA5yPnRarVuMZhsrpBCn/FKmWPmyKb5JtM2T5LVzbIpImu+TMHbGR9lUVTpSAY2FMLp+jNXpvz+qjGFwiEpXMKbIHX7UHEJui7qL5ilRW2AZoGqKsjMA+EMHBMIpZaAjwA2CDsF16v5Mxv2xQiFmu7NO3tLqDlLy+5PfGDa89JDlAby3wIhJD3FXRxdMB3KmQwhPZd0beyRUWa62Vwyk5CDW733Acfs4OTJiN3mYq/eDHehInYvVlEwQWw7S8fLsSQwcNwcz6Zjrxl2TXkCwitpb3XBNTKdchh9YDAa+vAa+0bVHoAjnifpn3cXIsJI7xozgGxXwDPWjZB6cgGoTR2EGobzR5roaioqRVCWuohTCm3MtsOf8F45DdcEG4ok99f2um96A/bj2Lyl30E9W52i2XK+qnFLFiH/KeN/g+4Bdge+G0ilvoi8BwwBK03dj6IjZr9MKZfZbYdXgDaMQrlEmDOkgpxyc0V/aXGtBCI8RMCPDFjR2qifTTvVItCUFFlMa7Cl3tM8fS5u02ze3vUoZf9vz101gtEPM+MV8dW0n13G+HdseBgDOkBMZpKXA4cDOwM3JOIpf4IHIgRuHwvzgXOG4C2lfnwLMQI7Y1ivTaJwyal9QaN1qyaJxClDH29Pi6jPw1KAKcAPmjRvU7K0obUJrav6P+n/7MiGG2JT5oTgWOAAxOx1E0YPbjvYQRc34uxiVgq8lG8+mWP/ocgmY67yXR8ilLiVxuWZIhWoAJB4QbD5CdO0eKxJyRvzw4Q7cwoV8jVUUv5us177p25wYWz5wfX2MJDI3hp+cjed7pHXNoZrvZ7pMMjz1Vw/GlBqmsF2aLHF49y2XU/H7vVfxs4er/mxMwB6uqLmB2tV4GFoM8FmkDZ/bterrYpeJLFayM4Drja4tD9M+8XYlNmK5BMx08EThICJSUcdrZHr3akEFZRSOl1Ry2hVsxACfjamTl9zgXWkkBDva+c0Gt+wFnQO2zQPIIOSIE1rFrLqsDPRDRYFLbArrXxCgo/4+EXNIH6ANr18Vf3uZhJ9c8D1M2VGOGUOcAzwOmYB3ppYSHI9IDnQzazvmZqQ6M4bYDaV+ZDErFjV4etqtGWEyoKBf7qLipro9LSIgtCaXzlnHY4utiL3GUnnGMOXxkc1OC3rO1dRHXlbOvYI94RTSXdMycsidT9URe8Nu2EwQ5gjRiGs/cOiOpGdK6T4MTBRM/cNwh8BRjI0Pg/YBYxfwD2AT3SVzRZDthhcCoEQhgvRSRqnjO5rJ46gO0r8yFIpuOPJNPxOkwIaT8SI/zUrwi9IZ0YI30dxsP5DiZ8FMyC4hmtmCZstlyR3GADCeDIj6ELH5ZfAMuA6zBeskkYLYL3QMP7pzSU2Qok0/H5yXS8GSPy2E+/EKRybPKRCLz9pkurrOP36qh8xenHZLPDds21dIReevr5wOzdhrW6QvlURn2+f3b7rIMO4k7bRofDimP3aUWKzdKABSa3ep+B6SVgNLUWA7eUolKPwawJ3lfrpFz2b9simY73JtPx8ZjIqQ3xSl85gBUzJcqFsVOVbzl0IHCFxfOYcb5h+H0biCvsAMqyNxynm5XYewyjhTZQ4s2PYyK6nsA8G0o2V38FgffkI0V5l3P0PwIl4Y5HMGEjVQCOgz96gpg3f6aaDGaBdsZXVOHF6SK4yyE+KPHkA9fbh4AWex6kdF1QiaeetnRDk53/wc+qg3fc0Ne3dIHnXfqrYF04qnFXd7KiKAmFNQ/eEUz+5NrEWQPdT/fWU0Tes1J9buDQ22dMqS92e3KF38i+q19lVuP21AzSrM5WkS8CSMaOLHzr8hvPuXWg21nm/SlVSPhXMKwHnX6VX7NmseCFP1t6+HD7ne6WzM4Xnd3K2jabhwrN+b33IDghLESF8GcUVizbMZieJmTU0faYWqF7c4iqSL641ndYsy4vHZXJt/mD/KyHlBAeH0EIgSqqtsilfx+0NfpaaLv30r4+vvOrX7r1LS39u7JmbmsaKmlbo1GlrNaGQbz869vie2+NdpZ5H/RzFvCcKno7kO2s6kNbr/V5usaxF01Vakzu9XlS9WaJTB2hrAkTEFpLLa1u3dNZwbQXLG076L0PwJI2ZHvd7NJVgjXtvtPa1uUcuc8gbJNnoro6EEEL5aLs4ee+n9f1E2PtmUccg+AWXzNYVEWcXLtH1xoPG004CrYDUmpClR5rlsrCzi8+Efrgdy0z0CRiqdswNaCjrPcGtWKi8DY0eD2Moe4CGTZXfO4PS5WYBV8tW464lFuj1JNJh+JvmOiXEFpv6sVng4WpTqa/UjactkESsdS3gaswgpFhQKBV7wErX8x3i4rGN4fugrQEXzwkkA9IETr+1Ap1/91dM597xtsJ4IS9VulDDyoIJ2IXnnwxIu59otFybLp/cNrSyA33Dw/lCwKlN/rTj0+m4ws2b8kn3s8GjNE2gQ8XERtIpuPuB19WZiBJxFL7Y4z9EOv/ji5G22TcBpcWMGMa4FHWb4b2RwDo0jUBjH6KZsuq+5ck0/FffIxd+FCop7/j5IrywZXtkT1/9Y8JtUVPbiAuuEUOTqbjH1pcujwZfwSS6fjbyXR8WDIdr8HscAvXxV44W08es12AcMRswqTusoJLZ0gevN7mxfvs6f0PwLlzpVjQa+G6QqxtUeHXXyrIs79pVf3st7W1lm+rqmwnNZU20//p8MpTAXbc1d4V97HAVujqUI041fdF48reKrlSN1CvOlkZHUJnoIZl6yrJF9drC3W06kO3QhvLfADJdLw9mY5PvO3PX6mTUXHy649JnelEznvH3bnbCnL/szX89alqFqUJjY5WiUhNNblQdJbdsk7h+uiunNDdGazGCmTUDjmhokWxGHXG1jRE96j3nCpJoMlGWBJd8JG14crcZUcNZJjehlxeWcngfB5n/YLT7NauXbXeyBcCenvZaSu1scz7IQ70EQfuJ4OH1ElbTFruSjfra9FacMfJkCVD2zUjq2uwxk+QuAWpixnI96ymr7uIUuAWyBW60Nku8PNOaESDzQFTg97azkG5ux7xc/+eiy4WKDz6Gt3/9zLuE6+I7nMPGbVV+iq5Fc3wNYuEs/jFHJmsRWadTyQqEEIQjPjUNruEKzXhKFvjGVDmQ5BMx7+RTMdrMeH03aXDg9jcq91vtHuYEOpNcUpfFutLOm2JKf9Vg/9zrgbG01/bWmyaj71hRK0uV4rYRkmm47eUIlHqMMrlAJU5FWiszncTcjMoBcvnF0Oxoz1koZtxI7Jz+vd0Hnp9iGjPR9G9fYF9J7YFGquKVsMgWTf8wKnB2AlhvYmRD1sv5ehETH72h017Hch0mDIfkmQ6/s9kOt6EMcrvwkwyATY28mG9kQ+mEkg/Yv13HQKk7ehqTNnHLQkw7l8SrxxodtSaI6RU9b4ScguRBpvykaKoy4b+f85lgQCPTJgo/fg5UX3RT+v48bUNKMVG2g6Hn+CcecJ33c69jvb1Eee77gGnqeKQ0apQEVWMG6upLLYjwn1CVqyTwgnSqyo46jTNEadoxu7AZOAnW6Fvq+Z21K98efUQ9cOD3+DG41+kscmnYDlEipnNAkq6csG5W6GNZT4C+zWf9dcRe4rrR4z3vV2OVmrqeQLnmCqWrg1TzID0BZYAIb1jIyI/2xlfr+2dBytZEXQJOt0Igd9dxJ4yGg3SX5uzfVeiwhFUaw7dXUR7OoTJXR1wpr2mnnv7LeWv6y9IuYWwJ9uBxiYL39viQrvMtkTlSfMHVVSc2xB08hNDtlYvPA2zXiG8z3YI2+bdv29P13Y4PM7YsUptPxkRCntayg7tK3zLxvIlor5GWHvvYWdeaaHt18/T/XI72bfa6J3WLoDnt0b3nDC/Fza+8gS19Tb0eAzbI4qnNE5I49TbaCHQlmTpQr+sCL2Nk0zH2zFepE62vIDsJ4RJM+pXzVesV4fekPdabD6biKW25In6pLmFTcTcNl6IrldbF+/b/TLbAqUyZkcCS4XW3qymybwwZj/yjpFWiEYFUgJay2h1yJ48wSvWVPlUhD3/N7fXdnf1WHT2OnRnLHbdReAVXfEeGzy/LamHDzT/wHhwP2z0S+sn2JYy/yWlKKbvAC+xcdnGLRFjvdfexaRRuf2bVcpMT/05/JtyKPCNj6fVH4kZC9dUdj4/c5Dy1WaillviI0XJlA39/5BkOu7efn/86Et/UrFvTa1V1BozMW6gPFpdA7Vhd9gbjzh1I8crauroLCCHX3Zd7dwbr7f06Ip2LWsa6fZ6yApFj/BZuqobvWYd2vcZNNQTmHzOAcU57z59y1u7jw0MivyxMZojaPsMrctTGNpA5WC7v6OAwNReldcOdBvLfHS+e0r8onMuL04K19CuNfjF9edmzO5h2hs9/Om3fZFz/7DnDn9fNgE5qLJgTRixp6iu/KOoqtDO7mOhow3dU8SutAkNC6N7i9hjqiBsYzVXQ8BavTX6dvvt/pE33+x/a/0RQbRCMGK09e5wDQQE37qoHin5ytZoY5mPxqDIEf+3d2PN8NFBZxpagWXhKRdf+RSkwJOgFVJUNhwrBo8QMlLpB+2Kr0rlfxPX03J1N0FfETrhYIKTh1N71l7ofJH67+1HYFITgaljIBraNJd6QKj7/WNXVe5eu3O4UiIkBCsEg75QwejTGxlyahNV40PIwRW4OUXDKOeXW6ONZT4ayXT835h84Lve5zKBERCVmIXCDRgv/Ye1jm02z///xEmm409ickc/oJ2aQaHMrIFoU5n/jmQ6vhIYo6V1SV+oSilpv5uOMXOm5sYbFVde6bNgcfC4o06qc0IRW//o66tf6ugJ1n7/dxOLl/1hO33h5Bc5PPIqEcdj3/1shg7b7GOCbHkj6xMlmY63YATNPkyZtMK2UP6vzPuTTMczyXR8X+Aw3n8emgjaqPALvRoTIbV25ERfByProzvfAwujSTKgyINv8q5/aELzv+YOeulDePM1RvD0Q1PO0f8YSMRSs8ZNsCe1rPQpegqvYASVdt1T0rpKsXw5DGpS/OKyrptlzbDdtR2sxlfDtPbDoKxW3Udeu2g3yOAl8wlon1ZRi719sw44drQ6cOqATUIdXzvs2zkduP7R7E6FV4rj/aOHzaqeVN9BctGuXHLOWqTQ/L+/NDJreRVCaHad0HfO+deef8dAta/Mf08ilvpdtJnz3IxmwgQbicXMN4toFMozk4xlac69ufDCbkvmd2mtx+qu3EjV1RugIxtQQtCnwryxtJ4DprQhLYFW2uyzemq0c86flg5gX/YHHgVtHXOG6Jg1TQxZPN88A679f7VUVApefT5D6vYikSicEI/+4+DDjz92oNpX5r9HvXbFUXrNqocB3AMP0SIYFI7ng1IIaSGkhVaK1Zc+sKYmsPZPoqH6SH32kUMCnX221dAYQWpQCndNF9LvQw4eZLb1CzlAnCSHnTdg5cryVx87Siv9mnZVbWZ5YVlnR3CsYwmqdwpBVw6/z0MLgVXlkF3lsWKh3773G080DlT7yvz3JGKpwUALmxQV3wIZTNmz72DC/S2M/s/7kUqm4wO2UXmn/FLEs53XC6HI+Lf2OaLFDYaGf8BLfMDZGjoCZf4zSkJ0edZrTGzErXfWEAoJHns4X7z/ntx3MKrgVUDFr77waGW0AtRRh7O6M8Qvri3guhsN91XJdHxz8/8ToiTA9zDGGFyHSVH4oFDsimQ6nvmk21bm4yMRS7XwnpUUzJQbrdf64PP56d+vEMdhNFSaS9/fz4r2gVAyHffe55qPlUQsdRVGtDKL2ciNfMBLDkqm4899lM8ol9f7eEgtnOddEYmS2e9QO/zsQ37IdqBphEBp6Ozw2Xvkag9RHQWmsmSmRTGfE4NHvO6HKnaNBkJ22AqSkYoeO0SNm8OvjBKSUgA7seV6iv8ViVgqAPwP8HZptx4ADedGZNH5Qmix8+/CeFa2VfBKy3B2ql2JwCZg+Zw1fjp39O6gdtldnXLYty4esEVymY+N+zOr+SoIZTuoWa8XK3wPQDB6gmbNcs12I7MqUvS7gf3c15ZH/WWdntUcnSeHVExYPk8GfjNnfwKOYv+pLwCgnQBkMwhLnIYpyfixUnqAfw3wk+n4XRucilOaGN+ZJoYsX7hee0UI8H1YusTM63sdELpm/0MjP/6421bmE6Zl+QwhZQ+WFeorduRq8sFqZQfRkQpkxxpkZR3aFxr0WuDrnc21lWvdYjGo3I7tnnsFa6/tIzgOdl0Ib95qZGM9oBEBGxA/5BOqS1647rjDgR2AG4MXP9gv9LQ/ggbhSIHUY3VeUPAka1938eoiNIoe1q1R9HYViEStx3Pd1pc/ibaV+UTpAPo9SX2Y/NItLS6zwA+A4Ziw+G5Madu693nv4z7Wlm5AIpaagimve1MyHe9PghovlD86mM9aFT3rhnc2vm8q8xJgatnI/3SRTMdVIpZ6HdgdM3Yb2MA4/uczBXae6vDyi/kipqrOBIxHte+mWXstOWzyqlEv3pARC1vA9TYb5p9Y7nsilhqGCbO+O5mO90e+2hhdgH6ti/cjA+xcNvI/lfwN+CYmYqMaNtWx0UTrcOe/yGh4V5MpC7yJiaB6r2h2CyM4uvjjbnAilqoALgCeLUV/9fM1zLit+oC38IHDPqqRD2WP/sdGIpaq32Uvu3PZIve5jlb2K5XxYs+9LA5yXiSq+mjNVdw/4swvRfXS2Xtpz3NavKFW/YQRkYLfhSj0MqfXRoY1C6crdtnHKPhLIerGRYdVY8oxPYB92C0f0I4KzI76FmtAJmIpG1PuZAqmdE4WGNZfk3Hd2Yft8uuuI55r8WurFFLbeMLDQqC48usLc6/PrQnMXhq9539vPi/xcd6/MgNLKc8zE4zonxRy/BgtiFbDwV+zmZSZz7hwJx29wSWNDerZwrMLDlOtfTWiLoqoCFZ4hSLzW2uo2amWUSNcdN7FX9RBKWVlnwePPn4GcDdGGfXCU8ed8Z6TTCKWCgI1yXR87ZbOr83dIYA9Utfbte+8Zt1b+pAvJdPxN0qvHwq8CHr0pmvp/8/eeYdZUZ1//HNmbt1e6R3pSBFBVESxgaJ4rbGNF3svUWNJ1ET9qbEk1sQujtdoTCyDiCI2bNiw0Yv0XpZl620zc35/nLuwLLsLGLHAfJ6Hh2Vm7pTL2TPnbd83N1/UlrbUw4vm298Bg03LaD5py+NXi2udmw3IVO8uBwfSzkQQwuncBx0NkU6C7oNkKhm/27x1/bC+55Tt36uVbrvspeXm6Fk+fOk4yQ9nE5/0PVo4QOFfTlETrGPfsvjMf98BPIyKqka7TJzQZH/aWcMjGioysKrPR1aj43rjuSP7aGHNF+4Q+gDlhLokeN1rzwAk7jguS+vWerLes82Ba95bS9nLy/H7NYSQZLdIbqJ9Yb6/Q9aGUFh2Lzj/mR1JO/X4FZJxpIdRi7fFNB5VlChH5Y2oxSWoiH5zEadPTcsYZrtvX42qsT7bp41cvp17aQOsbWr+i0ZiHVBpzq+jDLPnTMs4G2CcdphY26bT0/P7HzDW8flFA6X9SpTYWRIYZFrG7Obuw+PXSyaqX4AyfjewVWaJmuZCQUkwIC+sqNLPQ6VHy+JCJ7t8k6YP6V3F/OUhNlYGG5660rSM/GgkNho1zq82LePL7dxLKVBlWkajJSrRSKwI1ebxVmAEMNO0jH719l8B/A1lPNXPqEmhfg9d4BTTMqztfC0ev1IygZ9iVNbGTKDX1kdsFmR+ANgbJcyoobJWmutg46Lm7e7AP4HHTMt4YTv3kg9I0zIqm9gfAoYCo4BrgE2mZZTW2z8C1c0tTANVU9Tc6gfuNS3jxubuozm8Gv2fCNMyyq68/jS3upIiVWIhufL3AU48yU9wyD4kHZ35a/NWkXPiMTh2j+cntx7/98eys76YUcGCVIJFWpB3zQByRSFHDi0gJ51AInGkLED1eT4U+L/m7iEaiRUD84H50UisZxOHPQyMR9UJVgNLqFfz9/uyM79f4RS7LpoEFtj4PlZ9rPVNjuM7/fiDNpz9J2Pp2P/x6/L4hTEtY5NpGWnXpQVAIATHXuPD19FhQeeO2FJjZUVWlXbAvee566q72Qf1ujF5xbE56Z5t8aVtercop1PLOLK8GllRi5u0VcelFkUDgdHAUaiez52auofMZP0tMCcaiTUVqTKASWdcaY8TQlahRFaW1XuOTL9TAUoI6xmU57OqqkJeumi+fTlwoGfk/7bRIk/XaJGna4PFHQsQmkDT0PQgIpQHOcXgurg1tXbWPZPuKjugd49cKcf2TCSzA1qSoKajh/MIHdqfnGN6kT2wiOqJ3+MmbBDiSNRL/TTUmD1iO7fyCmphcUdjOzeeO7I/8JEbd991U+5q1Bz7bd3+0J/G1/oHdtwgQj6K9ilMVW2ybxaa6/hCbtqO+x6w51VdHX9nbV/PyP9tY1pGyrSMCpQh3NQ6SwL/NS2jL2rsBdlOcSbQz3bfFiiR3kOBS5s7OBqJ3QjMQrWcamx/LvAVSiBwIWp+fbdu/9nue3LOvofMdvwBByEcVGu2VObe30NFqAZ6Rv5vG9My3EwWR5BtoqNb6N09+blpGUOAIe3a2BVl5bruSsHns/IaM/Jhi+r9w6gA033N3Uc0EjsCmAfMbEb9fCoqPd+mwXjNMB3VZ90GXkIZg6Bqry9CpT57Rv5vGNMyZEYAFVREfxs0HXS/XGxaxuEox9CXNG/kg5qrs1BOpINQDqMmiUZinVDCePOjkVgTpQT8G2VzHYwar9Mb7J+OMuhdYBpqfeGishXOAE79X4x88FL3f1JUtFx0ACn3Heq3V66Q/latkO9+mSXemDictKOftOLf4xL7HtnhhE++9ecl4y4Tnk9x8k2SdNpleP84A/qX4PNJ5FqNFTUOJS1KXeBJlBrka5lIwREoL+bSaCTWGxiHiqC+gRrIGiptaW6D+wuhvErZqAHX37SMrUQtTMtwopHYRZlrlqAG2qHAnM7H/WXCLvvyPH4R0glxFEBxiUgVZwUCq504jqPJr9v3EslWeqerro/9vffFZx85orUji0LgHtQX/7eLAIlbm0DYLkKA5tdxWxUhdOdLVARrOrCiZTi9fFn5UyNmfKFvGD3q7BkZZ9RLqMXnVagxFgI6N7y3aCQm2nb2n2Hb5J51VTp+xhV2x+cf9MtGUkNPYcvYfx/4BLVYMb000t0LkVc8lpxCpHTTSNcHUrjSkWW+SqGVaP78qlfMfpOndDz9eDgAACAASURBVNM6t/fRqR0yWYMMZiOEQLOT6GXrIZ6E9RVsWllJ9rA2HwXaZf+QWlHzCWosfpj6+M/7Ek+ExOEjPtWnvKmj5tYwcDrQBbUQ6NbY/VWV+08Kd8nO1+O11fHFiZHZPbJWBa97raFw0OWJ8d91c5dt7NB/BKUblmtHoyIOf+/0+hu/iDigxy7jxMzfdY5Gna17O4+PRmI20JYdE+RbeO4J63xPv9riKdS7/NloJNYNNS7fMy3DztR8Dkc5r3qgxm6HJs53EKpUIIla3H7YcE0APAYcDgwDDkGleJ+MSvH31Mp3L/ZHjQVQ60gfCAlSJJJCfvZ11jOfRWLfAENXrvaVbPlYk/6peDQSy0MFqf4I3BWNxFqgIpzvmZZRE43EzkStBS5CBQaCKONNZ8vvDQDRSGwvoGPmgu8DRzUyXj8CnkcFGvZDtSI7H/iXaRlzdu7r8PiV0wL1Pq5T4veBlN2HSTFwNCz8kisyWZ/HocREt4dEzZd/R6X8PxqNxLKAw4CvTMtYE43E9kN1IbkPFVgNoObufFTJ1mYy0f4DMudcjQo6NbS5yqKR2E2oDOuOKIfAycAnPyZNvzE8Q/8nJPOSvQPEIcefkjfn1ZeqL3vy8XjAcSSg07qN1u6woaHrN5bHxfCT7ep3nvPXblgltckP+0JDDtCZPFFS2jNN65YuTkWc73/IR9q1cw4/lrY5/hN73XLZs/sdfJBMzpilUVOzOeXjHGAI0BVl3PuAb0zL+LiRWzwI9cLXgKWNTJB1KVzTUW0pAkAb0zLu2SVfmMevgSuAq1avkOOXfaHdumyJP2fWd0kRyAoy/JR07u/OT16ZCvu178q0xIg2TjxckbC17q1ztdwQWroa3BTSBscVsH9v4nZ66okfv7m//+x/7ReNxIqu/2soVevWiNKWgt9f+NytIJajJrJBKO2JAKq1zYON3FvpysXaCJD6fX8IxJ999Sz3iBFbH5DJCliOmujDQB/TMv64674uj1+Y64WmhVzEq47Gn5JOTUllep0AiS58PhFPnc6QA4T8/uuE6NQ+rgXDCTStCFcq66pHF9w5i6hdnSL30EJYsuHGttcOWC663TAm/qej9bgMV1cvSYbCA7qgL1s5FaVjchSguZvip3QaQZva9dQ4Nlc3dnO5+xZfnTekUJe2G/CPemhFY8fEn/yw1q21K1COqb6dxr9xJTC5sWM9fvM8iVrofQ6ciTLI6yL8GsqBL4FU+466XbbBKautoYimLacBwDifNvJM4JpoJLaILU7S8owQ4BWoSOq5qNTmNErwrzEeRK0ZNGBWY2uCzL4FKId/J9MyprNtVMpj92AKMAGoDoXoed2tJQfefsMGXarOeQL13h4IaFKKSiAJMqd9adyXTGus2xSkXto0KCPsC9MyegHPRCOx59mSXWJnDKG7USUjt6KcThKVqlyvL9BmbmFLVHZqE+M1iPp9OwtlfFWYlnHTj/w+PH7drEU5InuiMjcMEP5FX0HlOnDSsitKB0WgSo1qUA6kpiL7AhUgLTEto1s0Ejsp8xkAGY3E9kY5rQYB9wBvoebPN03LaKzN+DFs0YqY04TN5QO+RmVK1ZWy3r4zX8L28Az9n5iMUXwPwKzvnx87YN9A0fRvU6RTsto4O5zdvqVPhNf72FCYCp9+vk8rW6OLFcvSrFjokHJ9/P3/NnLYSWn6DMxl30MdFs1JhK3nfXknHfrYfqTFmx9+HAZUqVyvXtq7g/fT//Dcs+kBgIlKjcpC1a40xlRUKmkYNbAaYyLK2/oCymPqRfF3Y0zLeA14DcB13z314jNWD7bTAqdSOr16O7KwBJ8gSXvh92dXVOm+GQsl0sadvxytcxEEdESOH/2wIfhdiRvw+ar27b73VZFYDcjv/nl3UgwfLZkyXpATtP98y2Ub7r7tkdZfArNRUawQKsOksRf2emARiL2ky4wmHuF2VPrq56gUqX//xF+Rx68J/1HfAQfrAPKdjgm75vd1AdLwjNXVon+/PPLzETk5AQqL/DJVHRLSAV8Q4Q+hde+M1qMrBR2WENivj1KPSm4YkbjjuJe1oX2+y9l3QKjm/VlUPTgBTbgHBLPs67PG9PhQCBF2lpSv8YUI5LXHoYl3pwhpE6WUJwq/1qiRX3vdqOOAcSKkr5UJ52LASyHdjTEtYw3KUUQ0EpuFymaqYzmZSLsQBIRAb9tRhBbMdsV2MvgPiUZiftQis34mVCHKeRpDOf/fQEVKQb3zG6MuMlVJI237opFYD1SGVCpzrneauzGP3zamZSRRWZwgP+j21We1s6TcrC+xiM2OKimvOHZBzoczS+3pS/J9a8sDRA5ax8sftq7rU069cuO9AKKR2H2bz63woUpHH0BlS/0fShjVj9ILaIzHUJkqKVSp3lZEI7FsYA5b0q8/Mi3DK4PaTclkbN4Im4M+vwP8dhLWLqBMSq2YLZNptu6Xbr8Rrn/VD4K1i5qsXM8DtGgkZqCy+eoQwDcox0Fr1Lx5AWoN25TN9TaqjESHJtewn6ECtY+hNFg+385j7zRejf4upEs337srltlETs5Od+/lf/39d1JsKnf58IM0ndqH9eGH54iTjTwuvbaY/vv4uPGvYQqLoW0vge3XqdoEqxZq0pF24Vvv+qyla8OZASuRElascPXDDvdfYlpGvyufSmdf+EB6QJu93LvJLCwaklEX7YyaCP+YSZna5rZRk2SWaRmveKnPew63X79hXCKOBKSUvCiFEmrQpEY70rpek0bvUir0vu3RinORhQWI4gIoLECbvxy3ooa0dElXJmt77KO9qWkiUFWu8eYLARK1gqoajYI892LTMg58fPDLk/4x6JVL9i9eMg4lrrfNOMts642Kdo6IRmKNZZb0ItM6xbQMM7NQ8dgDSDm1zwohZEjPIaCHprJwWVBWVCE3VUJJqV/oPkgnNdJxsJMQyEZkFYIvi8DgHuDaSByk0FfJ1vmP6kP6t6W0gOyTD0AryEKmXKQtRyXemHvtD3ctuW7pW6mHy39w3wFOCt5oLW7sngqvHndK+RvLH1z/wsKW8UdOm+C8FG3oENgLCAtNFGlZvqdzHnl3Q2Pn8dgtmYyqGwaVxrnZ+JYSfdkSh4Xz3Mx42TId9u4vuO0fIQYdsHm5VobKNDmskWv0AT5ARZKeQtV7nkcTfZdNy3ggs18AUzJCZ/VpiTK8wsBE0zIW7NijevzWiR6/4oenHimvM5ITQIUal5KskCP6d6nSUrYekFJgOxpd2ya45Oq6cumteoEno5HYgdBoFlQpKoo/ELgZ5dz/PXBbY/eUUSs/BOWYmtiIFlUWaj0QAGablvGTd6zy+HWSWS9mApgiLaX4kPoTKej7jHT9Q4+XHHN5s1VSLspOGtfIvgCqZr4vKqpfinIondrEPW1AZRssBR6JRmKjGjmsDWrcuqZlTGzuxn4sXkR/FzJ7RnoYwJefJcuWL7EjrouY9mW1vOVvuaJdBx+uI/H5BeDStZ8fPVXLUUfU0N2t4GMrjF1cwrAhmnjoPvuLtWsDgfpijEVFcLrhX4WqewK4PJRDyck3OO32KYk2Gk3KMIwt7Sb+XnvNkQlUHd89WX+bnEbV/49gF7Wc8vj1smhBOoIaZEkQBz71l5DWposrQ4N1cUSnKrrlBtDdNPh0RItsqKzETktS/bvhrK0gNOVbtFCArwv3MZM1WrBDZ40lC22kC6Gww3FHVlYU5Tt1Yjw3+jTZaWyXacMvevrmi5u5rTao9FYduCIaiY0HxgB3Z8SDzkG1nHp7130zHr9GXOmMEQh8IuDaMrkxdczQoLNkGcG27V2ZSGp6RTWEkAiERIN4HFm9CZFfgJtM4cxbjLu+HGGnL/GNGBFw5q9E7F8EmiD7d8OI//f9tJaqeQ0VyXoY6Fa5jJJWT1snNXdfdln6UplyAvENvlH+AmeU/czphwCP+855YQEqVXoVMD3rnkmeE3XPYn9UiZGDEhAzMtttMmsxv1+6SUfUC8BIOvfUefC2BBu3VMPvDdzbyPkl8Gnm3EejjP5a4LPtOOxvR0VQBwKnRiOx9qhU1I9Ny/goGomdgVJPX7rTT+zxW6ZlolaGUOPqA+BIEITC0r36TwmtfFkIV+gSECWlgpJhg5n6Sg0gCAQhnQbpAshsEB/ReJrKdFQkszsqkzQALGtKcT/D1UCrzM/XRyOx+cBi0zL+bVrG+ozCfyuaEKD02K3ZO/P3IuBYtmihCIA1CwXppKR8TbPn0FDR981ikJoGPXvB7FksBm7OZA+chSqRCpiWsb6Z841mi6bPg9FI7K+o7KsHMqn8I1AZWP/dmQfdGTxDf9dyLfD7yGm5L3fvHbjZerFKzp1d6+aWxkXcTYqyJdmVuSU1ebdfUyEOGZbimOEbOLh7ChlPMOaAWmp7FpGWgrIyGdhmjhRy8SMPprua1qmy3rWiNFDmzyiXngcsMC3jfeAH1MJCL/JVvw48gfImLQWeNy1jGaoMwGPP409AYd+DnFdGnOZcPe8rTU4e55N8h1yQnatddjOJrvlBn/bJNz49lA1VZbg5YRIlhVBSSKC6Ev+GTbz1Uk6wImFTWCgIhsAXgM69SHUeGWoj2lxZ17rsSuAu4C8NbyLtTjoBlQ71IrCSzHhFCfi9jBJgKQAuzChbP7uLvxePXyfjhBCHu9L5IuHURHRdd3O77iXST7+CLK/EdqUTvOh3VehuAckyWLkM4TqI3P6IUACnvBr363n4jjkk4G/fBrdFCXZ5HC0/C7dHW7nhhuN7dS+KLgTgiDH3ohaj27yMFx517AEowacnur41IZUzut+mxPcrWuSM6V/Fd9NuQglCjQAGZd0zyUaNa489j4+ASaiaz45smdfqFqPyxGMTC1/4b9ZWQo8TX9qmYUhTef1Hm5YxCSAaib2BKsNbhCoR2Ew0EuuOEqd6OuMsnQ+0y9xPP5Rw2bmoeZZdFWXy+NWzFhXV7InKQHEAPRHHvesv2UAfkZenLQC3+7p1cM1FW5KTUvXy6rp3tZm/0Kc1Mmz/WqcmntGGegGVAv1e/YOikVgJcDbwqmkZC4HvgRNQkdcFqEyARDQSm2Jaxppdkfrs8ZvhZlR5yNvAdSgb1yWTYrJ8jrbh6WtEiXS2291kK9u4oAACAT43LWP/um3RSOwvwEjg0frHZlpGX4AS7/scZXM5KAfC62xp/TgTmGxaxnzUHLzL8Az9XYhpGS8CL7ry3SlAzuGjs9m4Ke5ouvQh7WT7js6VS8rX/LOoJJw18igNf0oghY/KuI/adICA1JHCrVfzBEMO8nH8qGSydSvyUR7QzwD2KTnHpHED/RTgftRE2MW0jNljj3/umlYt7O7D85f+AYdBqHqTpmr2PfYQTMuYBgyZvvHpO6VLafdBrpg8Ttq46OkEySfu5o6/Xb3+XKTTSRsxAvedt9Bq4mjJFAQC+KprQdeJp9S0Ul4uGXupn677JO1QFgkhAmeiHEuE/jT+U5Qy9Fak3Um9USmnGrDEtIyp0UjsVFTU/nrgIZQC9Fs/x3fi8esl23/CSuCQNbVPjgGudHA0R9q2rK7VkdKha7vnsTe1dNZVjdLatkGEQsjaWtx0Ck334yxejUw5aCWqvE4EA/hSKey1G6XWuqCmkwhfB1wI0P2d15fQSOu9hUcdG0DpmGSjFhMP543ud1Rgv27XVi+rvCdPlVH1xNM62eMxLSMOnBCNxDqiIkYN+3x/1bZn8adHn8hVb74S3yqqr2h2bVqNEiqblLlWFVsU/xsyEVWiNwiVcnoWcCfKiWWjFJ+n7tzTeexuZLJArgSIRmLlqGi7BIFjowFryze6DwP3g6xnSwh0HWRm2BYXO7BwG1OjBpU9cpdpGZWZyOZlTdzKk6gsvnNRc+l9qA4pC1Dj/TJgA43U7HvsWZiW8Q/gH9FIbDYqgAls1tRJAJf2ulg8P+cxAtJu6izbsnEj8Y0b6RqNxHrVdW4wLeN+lG3VkCtQAdfqTIeJd1EBrXxUScqYzL39bC1JPUP/5+HyGd8mvpr4ak1g8Xx7bfjkTUU+xw5XVgfGfT4liJaIg+Ongpbc/4jL2vUaibggELRp30mjsBDKytSJ5n6XWt96LD4gp9wlOm/tsxcCN+zfcuxWySgZEZ13UTVPtai6vlqAm68qG9yhbTri04vaiM6TB/6M34PHb4MHl88VF7ZqoRWdMFYkk3oadLIXfCNue2liDr8bUYrjJNFHjoaN68jfsB6tUMMdsg+4Gj0+rmTG8mI0HYK6zw5nx5cDHasqOOHaU2OHoDz5W6s2V7+SB3zmg4AdzoojhAYsAxg4kI7Tp3Oi4zAYparvpTx71OdtDf2HhCN7r3LjtDp2+Bp9Y2VrrUuHs+zauHSnfIPWL46vZ0dk+SZIxiHbR/DMI5DpJMIfQkoJEmR1FbJVySQhxChpu4d9P+w4E/hP/8/GbxXVjN88WgCTWw+i9+pvxHqUKvW3AJ8dPC5/wxqOkZIRQJ8xaybd9bN/Ix6/ZpahDJQTUNb7dKA/sN8Dd8cH+/z1tZO2F3gClIP/dKBnNBJ7GJibWfBuRTQSux+l/D8PVVv6aWaXi6rpPxall9KUsJTHnsudmT86SpBsEEq/4SEyk59C/eg4UOeg+nJagAbj+DWUvkQ+8JdoJJYC/mRaRsNWemNRRv13qHbQdfX2aVRpSilKUb/NT/KEHrsTF6IyQ3yods8dUFmi/5n/HFJukyTVLPNRYy0buDDTbu+6hiKP0UhsCDAelUVVk7luXZh2OKp0K8u0jB4/8pl+NEJKb838c5Cpy7gOZNWjtyxd6c/Se2m6oKJS48Gn8undL02nEWG+flenR8ckb0wIs3G9RjgMt9/t46+32rRvD99/zwfPPOncDuzzhc0NrqRYgvXERfotKFXc+0zLmBuNxM5B1T7VAD2G9K1KlhbaX3TvGNdlMNixV7eUf9aC4IqHni7qnfH+e3hs5psZzx/fvjP/0nTSG1PpmTM+dw946ykdXZNc+Jc4oRyNNrMW4+vShepl6yltF4TCQtB04tNmcd8H/Vk0H/LyKbvlcXs4cOKtF+onV1WIvbUg87UAh9hV3AK8bFrGe1S/MgjlmBISIrZf/+TN2LrJK1drPQpKgoXvvUdYSmodh26mZaz6Zb8dj18bCyvN1jW2vRAIFKO/00b6jyS3VEMIqmZOw/FJckQIX8f2uOvLkNVxtLYlCFxw0qS+WIA78wdwHFu/8YJ2wAVLLrL6xmeuORlBZY/zW3cNHjP4emC2KD3v2fjNo0OodNYcKfnD6q+1f4pWvgfshDylZmnSXblUlmYXkG7TSxvZ4+U3f5JeuB67D5lU5XKUwvOnwL6o1ko7i0RFOSNADsjrNY3k8GOd/aeM941CRY7uMC3DjUZiy1Ep+q+g0lvPBu5AtTftiVqUXm1aRmOtTj32cKKR2By2CIvlU08Z3+dz8emQSNaJ8DWbhVLX0zwPuAkl9ngpaq06DLjZtIyqaCQ2GZVFtQglyjsENXZXoRxjAM8D0Sba7HnswUQjsRdQHRoqgE2ocqkfwzjgVVQW1G1ADsq2iqGyTP7PtIxlmVT+m1BOqVaorJNPUar73VBOspnAkEx218+GF9H/+bgP6A1iatY+N//1i1lPVA7QN+Z+OS+XdeVhVryfxQWHOnzxrk6qX4Bjj9VZtlxQ0lpgZ0tuvkUnFIRZs2S5KDY+AD5w1zzbFzgr5XJEIEsOTNWKTigxiv1QdaC9gRmmZay7/tynH/56dk6PKdPyZN9u8YqXJuSFV6/zFQDvRiOxKMoT9b5pGc0Jo3nsIXTuLt5AtapLl4QCl+R+M2datr/jgJIOUJsTpgYoCOfQMidMqIMfd8lyKKtABIOkF61mzfK+gE51NbWlobNnA7OrKmLlWogHSg4R7avnyrftKvqiolotUVGCvwJ+AR+xZtkRR4xghOMI3vvUt+nAA3Xx0UcATMv0Mn0LNYGPbqLfrsceRNe86OrpG5/+KzCgDOfc0lff+bPvxBOuJBQk1aMVUkiS6yoRq9ZS9dlK7LJqCo/1oeWFkLoPuaEcquMghBvQj14L3B6f+fgITWdMdoEdxqd/ilLirZXrn3ojfPvEDfGbR18MDBWCpzqcmFNiJ+SFQkNbknSrepSka9sO0DXNJ/5bc/Ox+86bLB5ELTRG7vPF62t/wa/K41dAxvC+GGVsX4rqxvBja+HLTMu4JxqJdQ6FuaRVe7egzz7OO1PG+8KoEqhPUGJqp2Sud7tpGcloJPYgKh07B7U4DaEirHOBQ4GTgJNMy/j2f3hUj92HKOodfQeq1HMjIPx+l3RaIxR0yfFJqmtgO5kotmkZT2Yio+ejxv7fUAZ/FkqX517gIpTY9KOZ8foiKrJajHr3Z6HSoG+ORmKLUaKS15uW4bXY9QBV6lmEyiB5AkiixtjOstG0jDcAMqr5I1FCqieh1q4tUc6r+1Fj8/3MeH0M9c6XqC4RWUAn4OVoJHYran39vGkZt/zYB9xRPEN/FxCNxLoBIdMyNvdNNC1jw9gTnnvigjtTf5y98alzn707GHDd1lx5/ibuu2Eln3+fzfoV+eg+wbfTfcz7QXLfA1ncd08tBx+dRbZuI3DkoEHilbpzxh1xIUqRPKuwLR+sXcBx+QViPLWvvWG+kPMxWcdfW3fsunL/RJ8uz8/NdqratnZ7zF8e+AfIo1D1K6ejPE6topHYpZ53dM+i9rpRrVDeys/qlMALg2eko5HY473Hij8WdGfpjGV7Be20S04v2GjrYMPUaXkc3yWBcNKINiXIchuK27Ksci3xuACkdB2xWfnWtIxH7vruhbFAV3Bn1i6RrTVNTpKrHjFR9VOXiDaXOQC+iod+cByqUg6+2mpn/6+/1iNScgNqvB6AaquXRgmkzfwZvy6PXxi57olcVAT0E9HignTd9uKg/a88stvnkDVrTd9+Za5bTY6ToCjcFonEXT4XRy+l8u15yLRNsFAj1CqA3rUdertW2MvXgSbm1Z2v/2fjP6i+7PAXgBPcpevWo17UKz482LpK2q/1Ac4eMX/ivwHST53mCo210qUkkK9HS0ttV+iMA2TZQkpRqXthVMrqCz/bl+XxixONxHyoSOU3pmVU1ts1aZ8D9L3HXh54b8bX9qon70vXr9ffUTahFpGYlrF4Te2TfwTuTtSSQBliQaB3NBK7CbjItIwL6n32e5TS/t9Qi873UFEnGyXgW4QyxC7ZyXvy+A2TURTfD6V+Xz977jtUm8ZHUZoQEhCOrSL4tXHIzZFsp2t3isz72rSM2kyL57dR7/UZqA5Q66KR2IfAraZlnFfvsxNRXXY+AMYCH6KipmmU8FoHVI9zz9Dfw9iUerEPYBcETptXb/MKVFnTH4DLu3dzxPHHOTz4sI9Ecoc7y7ts3b3hTFR7ch9qvhyJCpZORmWnXl7v2Fcy+1eh5tmXgMGo+fViVODgYpS2yi5lh5/WY8eIRmJtUUI2U6KR2D71tvf2+Yhl5TJ06VzRpbZSBBLVGlo8TSgo6dQuRZ/OpfzxtmLyCwWD9gtRmQhRVgb/fcoh6cuxCeaeQ/5pmxeJh7WNpoABwIH33HvWOaZlFD/0z2wbJQD1R2pf25wKOO7Vsyal0lrumg2BFsed0+mmv/+zYOQf/pg7DyVs9k/UYL7ZM/L3LGqvGyWAaaj//3PrtkcjsQDwZnYbjrVraVu1Vi+Kp33Yjh/XhUQcOvbKwwnl4KIjs/LQ9h8G2eAO6EV2liN1nHtRE1l9DgYOKxqqnWFaRukzj1Q+h0o7PQU1GQIg2l6xMBikKD9P5rz9XmBAdTXXoaJOA4F3AAt4jp9R0MTjV8PbqP//xxpsfyuA/1whROv5Hdr1Dub4EcEwQgo0RyKy8vB1KcHfIozul2jz5mNPnU36k1noA3sRGHv8G3r3LoMbnPNC4Ah3zabDRel5HaYc+NoYactLUTXNm8XO/Oe9WKsHRDtfSGS1Ko3P13GflrW2K9PuqA0LxTTU4ng8SnXXY8/ifjIZcw22P9Wuk7heaLR76+X0IHbeyJ+J0izZ7OxqlXX+E8AhoSz2MS2jr2kZ3VBCUIeiFKnrsx+q7vQulGaADlxuWsZ7qMXx28DdO3lPHr99TkONh2kZJ1UdV6Ai+nuhskU1ALdeiX5FpTIpfI2EEHUfa4H9M52dgM0CwPsBA03LGJGpt78M5Rh9uP7nTcu4EMg2LePIzP0Vo4T67kI5oz4A6htaHnsAm1Iv9kV1NPl0U+rFzvV2DQceR9lI3c88zfH16iHJydn2HFrjcf4EcGKmWxkAmS4lA4ChpmWcYVpGCaqc5QjU7wb1jn0WlS3VGWVjDQY+R4md/h8wGfj9Tj/wj8CL6P/0uGwpUKov+bA+nRK1Uyfoes/B7meoyS3v84Wt1nQZQGs7lcvX71dx4hiHC85x6dwvB2mnufnOLB68t5r776v2HX2mc8qArltaiUn5/shD27TPQdWP1PEyytv5KVnHJ6V83wc4QhwqNy8IkhOLNU0E+vb3a6Zl1KJE+o7ZRd+Hx68fBzVm6zXFwQZWL7Skv/NoZgLtQbSd+x7l1espKlsMc3N8vPW+w5q17Xjo8SKoKUPz+dm7f5wHO60Sct6KqJ4XuGFzu+j4+EE39sjuD8QIH1f3O/IlypOfAGZmalcxLcMVba/I6KLGClBzlQ+VRuWypQe1x55HGjXPJhtsn1FBdctCmbeiMkW8Os0+YVGb0K2pYbeiBm3MPqQ/mI+vRzsKSufh79sWrUU+9qpq0t/PRtO1ke7CHzavWisuOqITiNHAC/mPvVN3rTKUAdQLmLT42GMEoHWe8IbjP+9FF3DT143KBjQkrkw66/f5YqJEpaB67JnUjdd0g+1fTnnTPqxrT70inC1mgByVOU5jx4IwfVBZIgBEI7EC4AwIvdlAKOoR1Hz5cOY4n2kZdkbUNBWNxLJRKa0aSr0c0zKeAZ75Ec/q8dsnhVoP1F/LghKNrM5s/xAlORMsPQAAIABJREFU3qij3t1Zrivo3NFlyTINx6mbRrckqTg2LQuKRFtUmR7RSMyPGpfTTcv4od517kal7t+VOc5nWoYNUK9MLwc1Zqsz4/gjlDPLY8+jbv0q2drmWo6qj5fAx5MmawefEHGyO3d2120o01rWP4HbcGZWwz4E4nBUUAGAaCR2AlBb18Y0wxOozOpXMsf4AMe0DFk3XqORWDFqvLqZbQtR0f6fBS+i/xNjWsZqlCLpfqZlfF9v+3qg8xeTfKWHDjp3JIhiwHfm+a1fEYWt+OD1dXw6Jc2cOZK9uvupWLGB7GyN4kI/Q0a4/DDdxyumf9SUVeZAACnf74aqw38alRYIQPT06iXJWd/+Sc77Zm+5/LHzUb1Qv5by/frRggtRbXWO3NXfh8evm0yq/kDgkKx7JsXqtmeM6f4bZ9PqigONA3DpAPjtGnnBss9dDtsf/nCtpGdPSSol+ejj9aqfjqYhUjZi4TI21Phbui5jAYiP11EG0j9RNakAJFq0r77shoIrxl6Snz32kvwLUJPzkmgkVlTvNh9HRU+HehknHkBdnVzD6M1Jaey2/uyT+xzb+Yx9P18rA8Frnuuf/nq+dKtrSd37BrUTplM+fj6VNXlopXkIDfy92+Hv3hG9fUu/yA7WT6t/C3iQTEtIgBHzJ8pu/eXV3QfI9d36y0tRUdU1i489pk4ciqx7Jn2JyqoakXXPpGV47Olci3rXHlZ/o2kZf63cRLv7b0l2vOmOM0ej0uyDbFFq3h4CZXDV8ShqvDZsPXov8BVwVTQSex3YEI3ETqt3H+XAQcCxpmW8veOP5bE7YlrGy6ho6ID6SvimZUwG2gMtTMs4EaUgrus4lSAJCJulS0FKwRaN762TVDZtlC9HIzE988+LUOuBSQ0yByxUmvNZ0UjsbqAsGond1+A2D0RFRu/4KZ7Z47dLQeC0OSihxn0LAqfVzxZZhKqRLzEt45ipn/sKrr0hqH81zffV9s9aJyrJJdFIrBNANBI7AOX8fCEaifWsd/BMVDR/eDQSuxTV6eydBic8EZUp87sf84z/K15EfxdgWsbyJran6v3sRCOx4svPWR0de4Vg5vwg1dXw+eeS3FxJNpVsKAsRLnKZ840Px5Gsm4foFN/UFtXGqQzlrfKhalHIeOanV1brHUsKbJ2KDSW0656DEoAIUBcBC45OoGqtPDzIumfSRlQ951ZkXvK1mZ+l/czpbk3Kd29gyAAShSUEA7D/UMnULyHbX8GmTbmEfPDhfyo4vIdLUVaSFZuKh3ZSqqUuqlapHVvX1H/Ypbs+dPo024+qt9dR7tS2dfeU8dg3nDg99lBEiwviqEyQrWibfaFERZwAOHWvM+z4Hc4DPtsRiZc+xalNEAhp6LlBsg/ug5uro9lVkF+ClpUFKT8ylDWg3imnA61RpS0ArDhp9MPAeVIZZINBOiDCKBHUzY7drHsmfYGHB5udpo0uLut3vDEtw45GYreg5sAdpUW9iOc0lINpszZQNBI7C/gHSmivBhWtzUGVUL1Y79pzgbk7cV2P3Zj6+lINttfU+9lecdYxR16anVf6VM0IXDRkk9UnmyP7deKPFcAs1PpiDZlIbDQSG4RKaa5T9O8E5AKHNLiP1aiuJx4eFAROW9TYdtMyEvV+djJG++E7et7sXFcMO8ZpASxBiUQmUdmuGwCikVgpKkOlDSpwXoga33s3uI8qYMIOP9BPjGfo/wJEI7H2wJ+BOVfclJXboasgekkl06YG+WFugt6D0vQ9oJDP30vQvZ/Oyef6ees/Nof3XEW7ytqXUo+ccmrgsv9MkPL9zoAmxKF1g7kIKLSmFKfPOGrdmrDmXIFKMf167PEr0xAbCsxuIAjk4dEs0UgsF7g17Dt8xY3Xru20qk0xxXFJOC3IbmczaozNU4/m07lLkgMOSDHx27aEtST9+6RoXaife+lp4+b+48Wz7yc+fiAQJnxcdb3T9xx5fEAsXuCUVVXI21DCUknTMmZEI7F+wPrMS93DY4dYWfO4nnDEDdVpLbubnnWEm1+If/RgRFYY/4Bu5GeHqH74VWpLCglF9sOvaUjXxp6/DHv+6k4bzz/yCdcWl/qDnArk5j/2Tv358iCUkV8tBC+CsFAOqn+7n1zTBdC1YX9b8As8tsdvmIxBvj+qhG5navUDwJvRSOw00zL+Fo3EnkRpmdRxMCq9Pw18hlp3HA78IxqJtQRam5bx3U/xDB57DtFI7BBg7Jmh1oX/Thyg2/joGV5JUDjMqGmDu5VpUWfkbzb2P49GYhHTMt7PrIUTGWc+KAMpCzVeZ6PEII8GYtFIrM6A+sLL7PPYGaKRWHfgRmAZyum5A0iiN6QIhpkUjcROMC1jSjQS6whI0zLqSvnaogz7FMphdSFKLPq9TJbKEOC7TIn0L4aQUm7/KI//mdQjp2QDJz03u9/ij1d1nETm5Xvn49n+giINISFImJWLF5DdoRBN05Apjcn/TTD1Y40xY2wO7bkSpzqJ/GLeJqA4cNl/tpnsopHYsago1FP1J8NMj8crUQN9AGyOlHp4bEMmve5EVBT+36gJTZ50dZLC7j4REBrLKjUGzZvDO1+U8umMIoSAcy7fSJ8lM1mvt6B7H43ahMZlf9urXEpxQCZqtBVxe/xg1GL0n2HfcbX1rj8KpU6eRHUESHovd49mqX7lSIl01utVf3alPCjlppHrfcmW7VsGhZSQSJL+ZAa4DukJ0xABnfBpw9n07+/QC0KEnDKE6xBfk44jxdkl495+qeElVpw0ujMqBW9cu5cnbnZAuZ9c05ktUdth6amL5geve80brx5NY789COgUPWndCJSYmEA5OvPUAduK8OflgeNCKgXpLU1FXeAR0zKubHiJTN3+RcDE+lHaTH30EpRRdR7wmje/ejRHNBLrgioT1VAlo5qOXeWi5cotqc4NqD+GtxrPX5iWMbSRa/hQAr6zM6KQ9fd9iXKqPg38wRuvHs2RKf8cg8p4fhNVI59COUe3S4ceDsY1KaZ/pjNhXGCdaRktGzsuUwalmZbxrwbbn0CJTH8PjEA5CH4Rm8sz9H8mUo+cMg44/YkZ+8S/Wts2P7O5tkd3e+aBIwNDBuTMJ9y5M9NcQVATdM8L4boO15+bIh7XaNFCcssDPtzPZhJatGxa8PznB6+NP+VHKekubhk+b1xT145GYiWovqetgEUopV0B7GtahtfT2WMbopHY+cADqEVkmEzbpbxS+a99jyZ6xCGCVpqP1Yn1VNs+/vmnbEYeKRhW/D1Za9bi+Hz4+/Xim1VFPPFMaH0ySWfTMmoyvaOLgbvq1/81uLYPpaA7FJW+vxqV8j8qo9Lr4bE11a8MAt61cbRNelyXyOy4nZZrliYe7VldfXGwRychJ09BL8lBJGtJbfIh15fjZhdR+f4iRMBH6Y1HgHCofOjdlEw7vUsen7hw0ehjR6NEnm7tMnFCk5lQNdeNekyE/OcGDuhY5S7eMFVWJYcBvw9e91qT87LHHoz9di6w2HFk6PzT1+uOQwhlCU0ARgP61jpozQb5JTDatIy3opHYAFQU9F7TMpY09YFoJHY2SnsijqqJPg6ImZZx2f/wVB67MZle9W3YUv4BMB8VWMrdcmT9CD40iObXcYtpGbdHI7E2KKHS50zL2KYcq96190e1M5MoDYpDgZmmZQz/X5/LY/ckGolNQo2TGraUglSgauj32pFz+PwSOy1AOUqPiUZiWaisqC9Ny3ilqc9FI7EOqFKqPFQJYPvMfQwwLaO6qc/tKjwxvp+PuUDtiPZLZgKzwbWzQ3ZW2Vp38KJvEnwwvSWptADXpdXKpdh2HFd3GXmyhkAy+oQgWaESggfvT+qsY/tUpf/bAdWW7Frgb2vjT7Vt5tqjUZNxCjWp5qIm6o679pE9fsMsQkXT16EmrFrAl6oRxuKpOhvXgZQSgiG0sM6f75AcNQqye+0FRbm4XdsjW5ew92Af9z8uisznAsMy6VN3oHreNicE2TfzJ4lKt+qAGq/77sLn9fhtswFI62hx4NOkQ9kby4KioGztxb55c0T5stWI6jhsKEeUtsKXn4u2biP6iiWEB3ch+7Ce6GEXLZUg68Au/uI7T44uGn2sAJ5HZUJd3dSFa644XCdhny43xfXUh4tisirZFzXHHtbUZzz2eJJAla6LZEkLfTyq/lOwRcmcLYJQ283kF2wZny+jsgMe385nbkOVbs4GWqDGq6da7tEcy1DGynhUNohERdhztz1UNvHzZs7P/P0gary+vJ1r34IKONSgNH5ygN7RSGxnW1J67DnMQ42Xz1AOKRfIB7ru6AkyRj4oob181Lj9PfBUNBILN/lBOBMoQWlP/BU1XouA0p17hJ8Gz9D/mQhc9p+7gR7dCjYOB/YB4atJ6Gyo8Isvvg3y7qe5PPmkoPbjGlpUlRNYuw4n5bJsgWTokBTD9gccG134cNzNNXdfoxa4S1BeqqaYgGo/8jzKe38larDugPqkx55IJm1uL6CXaRlDS1rqWZdcU4R0hbbkB5evvk2zXCawXR+O0KkJO6QcSOeESO/bB613b4QewCclCV3qMp3IRaVQrUIJSU5v5vIzUalWH6DKBn4H3ITX7smjKXJOXAp0FYi9SsLRka8v1cIDi5N0XLFc+HER1dUwZiRuzz5oA4biG9gP8nLQu7ah8LyDCLYJk/5hLSIrgLN4jUBo7btMnCCBqajxOqmpS2c/9K6Dyn6ZKmtS96GMtVtR86yHx7b4RqZQ+jl73fPo6aeSEdRl5+rz69Mp8/d/gXK2bzhdjxL1vRI4GzVej/uR1/bYMzgU6GFaxpnAQzQ5Vrc4qLRGLQwJyBaZf7yMGq/bEyr7M2q8XgPck/n3cV75qUczXIXqcT8apfNQNxp3co6VIGQOymj/kC3r10QzH3oOtXZ4AGVzXQdcYFrG4p279k+Dl7r/C6Aim3JeXUpTfoHOCRcKpk+Nc9ph5RQly1hbkUV+v258910NQ/unEJqO1HVqw/loNa7M8iWCouisbbo/AqypfVKgokmrW2WdP6uxY5yXomNQhtME/Xfm2bvsYT12C2Z8/YbbvXdYPPr3jVRWOiRzUhx1jk2/rADLNqUJFUA4XkRAryG7IEhYhJHSJVm1moQLWXmF7YKhk1Y2dX7XOncQENIiT3/a2P5oJNYLeBcVVRjWVNq/hwfAN+ufjBcG3VDBzEUE123i2x4D2bd9EXowG1mexFcQxq2tQDhJnFXVVD/xJriScGR/nKw8fEsXnRw8/cEmjaX5R4zpCvQAJnV/5/VtakVT95+YD3yBipoODfz+lQ277GE9fvNEI7HvgP7bPbBpXjIt49Rmzl+KEpJ8y7SMeCP7BfA+yvkwyhPo82iOaCT2J+D/tndcVsgmFJRsrPDToBRlvWkZLZr6XCZaehTwcaY1dWPHPILSS7nMtIwXGzvGwwMgGokNAz7e+U+qMbvXQMf54VufvynHUjQS01Btf+eblvFDE8eci2p1+qRpGdfv/L38eLyI/i/Ag//KOjAQEkmQ6MLlmoOnkT9rFkdFAhQW67wzvzO3P9uJv95Ww+DOG4jn5VGbm4Or6eToIQLZYSGRnZu5xGjgFWDKmtonC5o45nhUKsmon/r5PHYvNiafHx7Otcv8frj8+kKysgQrvoaP3/OTtDWmTdYJ6Wmq5FpuvSHNg3fE+cPl5axalSLoSnKlRKTtE5s6v2ud2xnVUmeCa507uInDhqJSoXrSaKqgh4dCrnlsr9bCXRjQoaZfF+KH7c/gtgXYpNGloOr9OeDYaNn5iIK2aC0Lyb/xd/j7dsQ/ZABZg3oiU+6lTZ1//hFjdOBTVLbJeU0c1hVoiRqzvX7yh/TYbcgI5v2vWjlHb2f/O0AMeLSJ/UGUSG8RDVqZeXjUJyPU25EmcvLrU5vQKa/UaURvomQ7H/0narw211Z3DKqdWZNrCw+PDENRbfG2QexAfH/hd7qOSvtvivOAl4BPMr8fjXEKv9B49Qz9n5ma9Kuaz88DfzezApfvO33Nnd0mylYtUnRrWcXnL1eQErlUJEI4tkttXBB3/DiaD0fXiYeDJElhu0mk5m/uMhtRgzqV+dMY1wOPACf/tE/osdshMYs6VpfEnl218YLTVssZ36rOIj9Mkny9KUHvA5OkUhJNk6QSMH+2y/p1DlO/KKc2oJPyCSqr1jc3ncZR49VBqU43xovAfcClpmVs+ikfz2O342+tbNknVEHcJ4JuAWECQkeXkF70A7kDC5FpN5NBKtHCAbS8bLJOOQjN7yBrq5BaOqeZ87uo2j8bpWHRGN8CfwHuBD75KR/OY7fjfFTLu3TmTxNImrGtml0QoEr7kjTRezzTb/o8VKrpE9s5l8eezXDgdNT8V9X8oQIpta3+Xcd26utXo8ZrcyWpJ6EcAlc0fw8eezLRSKwYJVquo97XW02iwRANSky2nWelFNB8O/q1qLm7FrU+aIwLUOP1pB2++Z8IL3X/F2DWnP9+m5cvBjx2T7Lq6iO+7x+UiddmLsvv33dEPuWlOSR1naXTA5QkE3TsrBFonQtuClvX0Wyb0KqVaIJNQrotRK+bmkrfbwtUt8o6v6JuWzQSuw84FTjdtIyPfqbH9fiNU1H7/FOuxjlZaVE791uO+vvf3UtAnnrmn9Ks130kfTrBSpv1XwtmfSXocgAk1wrOvMglLx/CvlxcB9vn1zpn+SIrGruGa51bDPi0yNObI1vRSCwK3AXcZlrGYz/T43r8xlm17InTszX5/GdVfvejqsDFt/T0lfiEuDO9dDm+ihp8A/YGoSHTCbCTIF1EIAt8AWSiCqQE2wEhRmgtzp7S2DXmHzEmGyjp/s7rS+u2LTnumCGomtM3Oo1/45Kf52k9futEI7GewCxU4OUZ4A3UOGokEFNfyXwbbjIt444mruFH1fH/UJd+mlE8fw8lBDjKtIxGI14eHvXJZKCsQonjzUC1w5uMatW4M7xlWkajmSgZJ8BewBLTMtKZbUFU+V4BMMK0DK8cymO7ZNLqF6NEnctR0f131L/rzacC9e5vuoR/hWkZ7Zu5TgegzLSMmnrbTFT76DGmZTSnS7VL8SL6vwD33JgwbrokvmzFEndy0dGjOj+/YHiLyUt6Ud6mJUm/ji5cDsz7gb6Fy8jRa4mvqMRfVYU/kcA/cx7CcZBpu8BdsHxgU9dolXX+yvpGfoazUP3Qz9mlD+ixW5Gf1q8rTOqzgq42e/x4dxPQDwSffBEgGdbRgzCwZ4gTTg3RolSQrJCMvUpQUKARiqfRkGia9FWkak5o6hpa5Omy+kZ+hktR3SK8lk8eO8zdK3JeumVZ7vtvlYeWdMwOfB4I5x2eCgbcYPsO+Pp0UwcJDRHKRfj8CCGwqx2kHiI9cykk00gJqycsuqqpa3R/5/Wa+kZ+BgPVBvJ3u+zhPHY7TMuYCzyGimLGUKV3jURg6hahTS5EL8gsahu7Rtq0jAUNakyHo4z/Qah51sNju2Qy6q5CRUcfRY2jptKVm+PQaCTWaOaUaRkyM17rB7K6AH1QY3boj7iexx6IaRkucAbKOfUSqqPTtuNO1v+h0QB422gk1mSnMtMyljUw8gVK4LQ9v3DmdHOpCB7/I5tSL+ai6ojeLQicttmIMS1jJpnWdlK+/+3ww7JafzjZISh0ap0kwXgKf20CqWk4Nvg7FVKLi1hXjjZ9GU5pHn6RRkul7kSl/O0oF6LaPtzyEz6mx25CprboeFR/2rmbd+SfthHYG2DhwtgTQG+QVCyDVELg06DILwhmw8EHJygp3cDi6lbkpnwMiFfh2DaVfh/ljrypdRYP7cQtXYhSg240SuXhIcuePRKoEsVjP6vb9uABpzvUzYvptwyJHIZECJ8PkkmknYJwEE1oSF+I2s/nUvGv79BL8gg5G0mV5pHOLWD+Y8uPmnvn0dphC99sKhWvIXcBrYBXf+rn9Ng9iEZi+6K0G96sb3SblnEpcGk0EuuHquFsxJrfbjFpW6A3qmvJjjAe+BewyLSM5Tv4GY89iGgk1hXV1vbV+ka3aRlPAE9k1gzlQGD7Z6ufjSIBEUQZQv/awduZiyo3LUVlEHh4bEUmTf8oVN/78rrtpmV8gpofiUZiy1BaJJvRdIm7fXlngSrH2yHxctMyZDQS+z2qlfTOrHt/cjxDf9fyDKrV0hygqej7bb32Dt3jTvskz52W36JgYD5uyEfcDSKK8nE6tgYhEQh8JUVoLYpIJVLQqy2BjeXv7czNmJbxGvDa//hMHrsvV6CUdKujkVirJhRGHwGGAalNP9C/TUWCLj1cPnkvzPqVgu8+8RHMacWYP0NaasxdkkWr0iTLK6EGd8XOdBE1LeNblKPMw2MbZNmzBwH/ARxZ9uw+onhswwg7wNsC8Z3muulqLX1gIBQiYGukyioR+QF8qVpC/TtT+fJM3Mpa/Pu2JvXdMpI1ZRTvle30m2DtqJFPp/FvrMLTPPFogmgkVgK8jaqnPxXVQrQhc1CaDiXsfNRSQ/WL3iEy6vtNiUl6eABMAYpRUdCbG+40LcOJRmJPo7o89abZyH6do2qr9OgPdvRGMusRL0jl0RyvAfuh2uAd2cQxtwN/QGUx5QidRoz8Jp2qb+zMzZiWMQ4YtzOf2RV4qfu7iGgk5qutliuB2qoKWRGNxBZHI7F7Af6fvfMOk6LK+vB7K3SYnMg5I0lQERExoWK2WRX91LbN666rq6trxFXX7BrWiLiiti0mDG1AVBTDGsBMBslhYJhh8nTuqvv9cWdgQBCUYQeGep9nHpiqW9X3Npeqe+4553eknG5IOV0DEOLIN4U4sle/1ht61QlP2tZ10ppB6IfuxL05gERIgRaRmCkdechgrDEHk9inBzWDRt5Kaurvrbvr4LCR0M+TRGZrqlACONXA7IAv9E7AF9LqfwyAYNg/Oxj29wNxQG6hKO470CYzEw44MkkyIbCljh2T9E5GySjNpnxWMTk5GgM62WQJMXjSA+MLm3WgDi0Hw51GCeAk8WS/QPTN74i+mS/ldCHldOVhMo8rxTxumMd76iF6RfnzZlIiTIN0aZTqqYtBSoRbJ3fsIAouHobZsxCztZfsIujcPeFde/ZxRzbrGB1aEh6U8GjyouutS8rizy4uiz+7D0DAF3LBxhD7k4Jh/3BgjOH6VQG+LRGo+uIODjtNwBfKBDag6oX3CPhCqwO+0PH151wNYnrBsP+qYNg/iB2qLiK3/Ps2S5g6OPwW6p+hxShBvETAF1oV8IWurT9nNpqv/wmG/b2BbiCktDaZUPltt/usfWaXdH4X4xj6u44vbrjAOveRW9K33/xHaxEqr+h8Kaf3RE3GJVJO35gnop34VM2El4usqa8YfPepxvzvBEtn1jH/qySx1XGWf7ocq/hnjNUrEbEkxJN49YgrPDk6qJnG59CymDD8Gu3B4X8Xb6OUwnujPPfdgMXA2oAv1LuhcTDsT7ffj4qShBshdVzCzeixOpdeCjfforGhOJMfZpXS8WCDhK4jNfB2cQnb5tLmGZ5DiyL9wUUis+A9slsvx5U5RgitP2rOHoTazV8v5fQTG1/iXlO1Nv3ONKo+X8bK+78kvrwGbAuRTuAd3AnXgF7o+w9B79IW4TZxH9Ads3/H+5pjeA4ti4AvNBT4CbAys+WQvoPlEaic47EBX+hRoCzgC23prazSN/pH1QK0cSmoY47VMX6ptX9VU/fdYe8j4Au1Apagwp2PB0ag9EeuDPhC56Hy88NbXLZ8+3du0JjYaFA5ufYOO029ET8LGI2KTBWo3PgrAr7Q/ij9k7kNDiuAejHHjRNRaFDUcbuGfk7AF/q1Mnu7JU7o/q6jA5CxdAFtUDnG7VFCEL0Ar4wnzPg9T75A4l/fZdwz9Q6Amlq76vOpRpujRnvo08+ibb8MZk6vorJU5+ADwVxfBRJcr35MIm3wrvtwOhYUO/+GDk1BHyAzs5XoDPI14GiUgZ9A1f40gfsCvtB64C/BsD/Vc4RcXZnQB87+TGPZZxKzdZI7rs3ClgnWZdfRqbPJctmZNWmbtK3x8QTBJQHjtyrzOjhsjb6AV2h6W3TjG1R4XB5KRTwIZCYmT/2L9fXd5wGXZj40bYO9dFUJVVV49CV0vWYoni75iGQdSAFWHDzZCG8O5hnHYMbq0Nxe5Ksfe5tviA4tiI6oWvVEakUdcCMq3Hk8Kt84GxgT8IUOAq4Jhv3zDYPK1MbiuMrCbyiSlJ0NH76/1aRSx3nj0BTkouZrw3y6BLWJdA3wV5SY2dCAL/Qe8HAw7P+gvq3NdufgZsaUE5Hq0BRoqHQnD2ru/h1l3z6KSjvJRNlgrwd8oQ+DYf/j9dfF1DmBtGHxdzukKbm9Uqa7HY6RuOs4ArVbOTkY9idQufpIOV0AV6Xe+GCgjCf/ErfNk28b+1j2va/2f/jep/I8336W4tDD3NgW2B4XJ+auJOGW2JYJQiAMHW3UIbhNN6UvGrRpkzsQ+L4Zx+nQMjgVOBF4Jxj216FUSgEI+ELnovKerkC94PvMWDbxuC55svuKpRrfvGqAhK5DBF9/Had37zS6S5JKCJCQkjpCh/yugoULXft16dss43NoWdyE2sH/iowxNnD1xjNy+gkykTzc+vqnmxFkGSMGDyX6Zj/Dd9xhsqoGkaGepda6EjBd2JV16G3caLYNmoaWjAIWpGKYAzq3b6bxObQswqiqN2vqRaIer/8BQj5Uzv4VwGDg0IAvNMCbwVEFBUIWr/mlMVQX2fKIQjd2RBTNweHXCYb9SwK+0BjAGwz7Z9Qf/gAg4Atdg3ICnIISPjsm4AsdyQ7ZE7/0mAZ8IVcw7E9upbGDww5RrxVxJKoqw+Rg2G8Bx4JKo0atW/cHzgNOCvhCNqrE3u/ZGO2ISmnZYxBS7nD+l0MTEr3+uI7lqYx5a+L5OROKDy15+qXs1bruHmoJNyIVRRMQETE0Q723a9evpZWtdKGSRjaJ2iTvvFzLyBGpyi710jPyAAAgAElEQVSjriv4tc9ycNhZAr6QB1XruTtQPfqSdDAnW17RoZfki3d0hhwjKS2FI8vmoCFZ36k7i0U2pleQTAqSKfj0SdhvhG0f+4e0p433otR2PtLBYaeI3jbmfYR2tOfc4yOyTf4/JfxLS0tkTS1aphuiUUr/9TF2VRTP4LbknLIPAokUOlqGFzQDO5Ig+cw7rb23vlvW3ONxaNkEfKGbUVVGJMojdT+/z+M5Ohj2O6rkDruU+nz9d1DG0iuoij07uNG0mSDfU8Gw/49N30MHh00EfKG+wI8or/9iVMRK5y3m4hY0nNtkJw8emV5y1dUX9Nq1vW1anDCvZiLjnqlrxi31DX2y+LD3jj82/YCoLRssq9dSU1aNbSVJCwtPCjQJwpYkpYC0Dbak9Ps1xGfN59QhSyhKrcuXC+5wwqEddinBsD+OKrPzKvCvac/oF771uMHieRrdDpSsni9o1R5cGaCb8PoEFQolBCz+1OLdW22q1sLsr4SmoR3czMNx2AvI+Pu5J2Zcc86TWuuC52K6vDKuS5KpBFgW2Gnweje+vzUd7PXVSFtirSwFTTmnRIYL0Tr/mmYchsNeQjDsvx24DvWMPZnfH9b8aJN1ysFhGwTD/vdQVUamAOX8phJ7m7FD5cocHHaG+pLRI4CpwETqy+1tMuS3nJuy0Z+bHsUV67Weu7anTY/j0d8NePu5Z04+8rB02O2V4pnndc66IhuEwFVdgZQ28ZiNUVGJvqwUuyrKg98P5tixEXq7I5g5Gdh9enuyzFMTzT0Oh72DgC/UFig2PGhHnFnLF29mkYxCryMEnfulyLCTTHkyg0OO9rJiTYINy9IcNDRNcYXB+g2Cvr3dgy+54sxZzT0Oh72HSPL1mBR4jNoUbhlXBzUdq8IiWVKFq2YJVlontaIarSgHs0cRIsOLyMkm9uyHd2Xd8sZNzTsCh72JgC+0Euj8Oy//KRj2b6ucr4NDkxPwhcKoUP4dZDPjKRkM+91N3ysHh60T8IUuQ22Iis0N/MZ7q1vaxmpDQDfASgttG+Wnd0ucHP1mxJLTTgLG53UumnzTrZXVvbpEs1asM41EXKIZkHB5wAVGhk2GCRRmEosLOvbIZU2XPGoMwSFZNq6lP59N3z2z7IPDnkPAF+qHCtWbAVRaabLdVVFXtm5QpbmIlAs+edIknTQwDMHhR+bQroPB7C+KGTIALC3N97ZOtCR6C/CH5h2NQ4un5pUC4COgNkM3SiS0Ex6vm0gEhI5VWkXy5Y+xo0nWFxvkndmfTF83rPXV2N8uQOoa+vGHQc9OgfXnHDeuzQtT95gXu8OeR8AX0oG3gS4oBfNWqDDT3+rZHxDwhTKCYX+0ibvo4LAZAV/oQdS7/CMgAtLLxkjhX5u2m51zBXyhzsGwf9Uu6qaDAwABX+h84HbgZaAWJcS3DQW+LY1+9fq30gLgMODTXdbRJsYJ3W9GLEteUVNldTjgYM+p8ZSo6tDL1G5/uBXL55usXymkys8XSAESAbaNbUO2bYEFeekoRl05Qtr/qUu97qiXOuxqTkeViTwBmCXTGO+GW1Ng11Jg1MpkXFM5zjakUpJvZ9SwaH6cmG2TtiEuwdAgt60ck7Lfb928Q3HYCxiWlrK3lHJQ3GBazE67sCW4srDRJCtXg63SoWTKIv5DMdb6KtA1pAAMHVwmRs/2HbJP2cfX3INxaPG0BQ4GegKzUaHQv+e9bgCPNGG/HBy2RQC1MZUNaIf3W6/dd9b3nDF8OdsI069HskW49PRd2UkHh3quQoXsHw3E2aoNLPnl/BSNfoB6Yco9Bcejvwupjb8eWLHEfvj5xxNW6Tp5dDDs/6Hx+cv9pVlSku5VWL3kr/lfHFrUfaBm1sKgA9pxy9VVQrMTXPuPCMLlRkbrEIk4rpjFoVlpHn+8gKMuiRAVIDTvL4qTOjj8VuTax0asKdZee2GyJ2vhz+afgmH/C1s0KQIst0es/Nu4wsPmrKjRiisTzHm3FemEENoS6NjLZsDgNHUVbg4aHWfZwjhT39V4+QWTsf+wMEwoWSjodlg6r8hDaXOM06FlYH90eVfb45ma7tS5s9W+w5OZ5h+ubnx+TrouBzB1RLS71sqvJ5LCTtUhPG7s0lphHHIwZo/exKd/T3a/DDJHtEFzGUjNS9U3teRfPRrSktSaajytzW7NNEyHFkLCmpJdWW6//e0XiWGvPR/7Khj2H7VFk1yUcW+jqqDsUK2nbdB/J651cCDgC2moXOYzgNXAfsGwP9LofA5q3ZkEugHeOaty6d6qhiFdK3nl6197ZDYO3ZeAaLcrxuCwdxHwha4GbgUiwIhg2L90iyYuIA2Uosru/WIjtc+BNj9/ryEt2LZZJfaoEnuOR38XIjQe7N5Hzx09xsxFlSfbjFRStksmJEeMMg/sdd3Rel6eTSJVS/H0H+iaXcaBvSswo1FqhY6sroO0RdkGwaJl2dRWaNz7YCb/vDeLSZOzyDJPtZthiA4ti0c7drDbnnN6PAs4fsuTukFPQDNMuk74d7nu6ZVEN2CfY2CfYyTeXIhWwPDRFkOGK4GzRFribQeJpODl23S+ew+yW8NTz1Yu/t8Pz6GFcb0Wj/c1ly/LQEWZbIaEnhKESzczXMLtdnvdaJkmJOrQ4+uRiRha5w64PJLMYa3RPAboGsJj4j20J1WPTafu/blkDOtO3bTlXzfD+BxaFqfk5ImRI0a5vfmF2v4BX2jLRWaDsWOjvPs7w5ydvN7BoT9wGuBF1SDfck5mojaj0sB+AOV1Xp75rBfXvzSEX9pQjQ2mX5gezqa/w05RvzF1K6qUXgEwaCvNClAT8RC2Yf8aplq7Kho2pBrm8sa/p5uo2/8THI/+LkQI8XgiLi+e/5P1FvDslufvfiBbLFqQkkOGe9yaIajITGFnmOQd4OIslpGqTuFe7WH5ogLyStfg8mjcHR5JLKlzss/LIemvuPvjffBkmVXNMDyHlsd9qTQPfj/L+B64csuTt493aXO/t+TH71ju9cXw3WuSlT8AEgw39B0qyDE9TLxLUrkeCttA/z9Ah0HQqgd8+6qg+75QW4a96AM0/oT1vx+iQwtighTiWCsvbx1w4ZYn+wuXWY0ts41MXYBASkjFQJcQT0DVBjRNQz/hMERdBZga6CYCyD6+P1lH9UVmZiFLNpB9cLu5//vhObQwPhKCeeWltru2xv7LVsScGpaXGjvvhHllJ693cFgEfA30Ae7eine0Yb5uFtP8i1+BzY38LcuZCYB3d7q3Dns1wbDfDvhCL6AqlryI0jvZSP3GqkBtpG7TIz/vSx2XRyJckE7CL+erBMTyJu7+LsVR3W9O4u98Kdet2L+2ztZXRdrpK8pjDBlhCXd5FfEfSmjf3QW6xoa8LjK2tFzUlid46NUupNOCLt102rdKcIE/jiYkms5lWrs/P9HcQ3JoudQkX308kkqet3BR3P3Z64bWvovN1x8YQkrILIRb7snBm6kxb07UnrU4odWuMEiZNku+lRhuOCWQ4vP3DEpWCKQtXgqG/Wc195gcWi6y6oVzSScfJVKdSbs+GlYaGakQpJKwagV06w2GhqyJWumlK3UBaO2L0Auz1Q2EgTV3EXJdCQIWGGcF+zXneBxaNgFfaAgwDchvdHhrBv8WK8+t1oGuAdoGw/5Yk3bSwaGegC9UAMwFGvR2BNvcoGpcj3yrshNpYEAw7F/U1P10cGgg4AvNR2mgCNRG1bY0UGROoS1at7dZMmebzcYEw/7wrulp0+KE7jcvp5KMvZ5tV9SKdct+nPwfreL2y4zyJStbXVaSs0+suMKL1A30TK/4blUbHgt3QzcEhgn5BRC4ug2GS1NhJqZncHMPxqFlc8NFib9/PyP1YLtu1Iz9W2rN4tnaOtsSlXlF8oK6MiLzfkqjG5JeA6XWoQvM+cbi55kSTQe3S9KqL+gu0HUQQu7X3ONxaNkIw/sCUvyddLKKNXPLqFk3TyRqKoUdv1v0369KGDpCSrScTF3PzMDolI/m0ZBSIiVqO19YankqdCdH32GXEgz7fwTORoUxV6EEyipRdZ/nN2q6hZHf+M+NZOOs7xx2IcGwvwKVMrUAtbE0BTVvlwCTNm8ttvjzFxioChMODruS41CbqbXAf4EK1PP2OiDVqJ2oKddYMsfgV+Zs313YzybFeRE0LzPo3PcEOvT8d7/useHAPrGI+PDJR7l0/H8M9x0TO1slhX0RHhepaJJEXJJMwN/vyOCSv2fg1g1kfgdsGyY+Gjkp4At1bO4BObRc6mqYMvlR4/Knx5nTdV30L12j9/3bHfkTxv4590qhCXfw8ai9eGmNTNtpkikNwwXuDMhpJUmnIVohOeXPKXoNtTC9skvAFzqoucfk0KK5R3hz7qOo61qkHEA6sT9S3oBtHy8jlV6ZTihZXaEhDV2VhDBUWV2h6WC6EX16YRe2om6ZdMmqF85v7gE5tFwCvpAPVfYJYChwDHAW0AalFC1ha+lOWwuVRgB37ZqeOjhAwBfqjTKa2gGnBcP+k4EjgXXAoaj5+ltymR+qLzHp4NDkBHwhD6o09MHADai5uq86Js9HSIN6Cb5fsjUlfi6qj2rZ7XEM/eZFF0J4ZHZ+x/TA4RdefF58zDFHJM4UQg60balphtTefi3xQlJGOTzg4o83wsV/N+jS3cDUXWiajqZ70CLVnHlcbdsDDzICzT0ghxaNADxlxVqbu85zny8E/abPrLpuSV3tINODITShzfzeev2FhUJ+69Jo011S1N5mw2pBhx6SvNYqDbp0hUYyqnk0Xd7d3ANyaLlIKaVMW24SqXzRquuZZBYOQTMeAfZF2m7Stogvq/gm/dGXcfnVD0hvISKvIyA2FdUxXaTWxojNL9VkInlfMw7HoeUjdc12uU0rU9flaFSt5mdRQme5qOdvOcqQqqchHHqrKZh/rheocnDYFUiUJz4DGFy/UXU/MBLoxKbJ+f0O3u9woFfTd9PBYSM6SlyyG3A+8EfgJKCv6UIUtpOaN9t+fVPzLZ+tm22o9gBO2cX9bRIcMb5mQM77ZzvgrsU1XaprUtkdBo3wXoiUctgRmakDqypETrZl9zhciMxcIYqXiwN+/Nqk//6CXv1BkMasqSKqF2FmQyIuiZRrFPTpxB/7e48E7mzu8Tm0LBZUPu0F7jnuEi254EfDXPEtw0GMEDrxn96Rot1SpNCRdhrtq8n6iMxhWEaRNGqWCGxLeUiXz9NYvUgQqxNUrAOQ2BZOzrND0xN/RwA32mvLuqanfymM/Qe01vp0/TdCS2J6XNJwIVMyrWVkGZ4eWf2jr02z9W75mNn5YBggBCQiSHcmIJCF+XhHZyN0suSGZ1yi6IJkcw/RoWUR8IXOdpvW6KOHVYp0Wng/mFHwKMob2rBGa/i7mpSbsc3QUoDBwA+/1sDB4bcS8IUOQRlJGuAG7mHzaJPGc7fzDt5WAMOBhU3UTQcHAGaWPtvjz09x66u3a7ENq7VWwDUoUb409QJ9596S0rILpFg4Ux/w/rMN+6Nbltf7xYbqEWxFaH13wzH0mwEpxF21eQXnzZgJ/30/wt0DDZGdYxAzbTvLJDH6sLqyWI6rYw2u9CdvuztVrJMc3rWEKr0DHmkhUxauymXMmtuG4hKT/UcMws62MdLph5t7bA4tkrFuweX9hyFy+koSdUKWLUN0HY5ryWckSxez2krRHZAZReh1M6Rhum1yWwkq631PlgXTX3LRuo3gjGtTWLbNW4+ZLzbnoBxaLPvKWPU4aks9wk4hKyoldBVI3AgtIaRdKrR0GwQSO13p9o/qKOuqIBkFXIhkHdK2wbKx0yCy3OQNykMmrSVa+4sdI9+hSQn4QibwVCKlZbz7RSG6JqXcJBYVR+U/66iyUXVsEj/bHilU/rSDQ1Mzmc3L7WmACXbM65aRWEKzQGQDUVRJsx1BAh83cT8dHIjVMv6Ll7WjK0s2borq9T82kABRU7ZatBIaiU9e0br+8g7bFJJ8clf1uSlxwrqagUibVmut/GxG+TSy82V8yYoNyerkepnU0tFoUWu3zMnKyKmNVb/zmPjh59laZk2VIKrlk5uVzQ8zXFSsqcFdXkx/+1v2q3yfJU9PJxVLgPeUt7f/6Q4Ov40Mg/UeE1Hosck2pNX5AGJHX4/sM4o4Et1K0Qaoymktv03VydZCl7TrBWOutxk2xsZwS6QNlWWSBbMkr9yno+kw9mbLySF1aHJkOrmUujK3aJWF1quDtJeurCaZlFhWEqGl0Iwc7HQNdRsWYCc76m1yhd6+CBmvhKq12LaqvmPH46y970tK/z2T6s/XYFdVP9DcY3NokaQBsyHX3rK1KhAN+c0plEhZFChGGU2/6sJvxJeO6r7DLqKxcFktyptvnzaqwn7suuXetoWpWlSaSYpNZfi2R1Uw7F/VxP10cOCjiVrF4u8Elpq1UdS8lKiNVDdgvz3erHr6eteiRFRzb371NoUk7WDY/9Uu7HaT4Xj0/wfErXdcwD+AJR79pOdSWVkTpJTnmx5p6aa85u3ntTOOOc1+b+UC94FjznKfJ/M7aJbhuSiWTE8Cwd/+miY7U6O6JIFl6aQyWyGT1dh52WT1HsiyJ0pYN34ZxdFn9rnytgucHXyHneaRuZP+AuQBd53Rg88SceYl47T/4V2u/OFDcVK7gcwoX4Z72BhrXL+R0ozVct6s6dpzNWWC7gdKOg6ARd8KajZIMgpskrUaXfaV7Hs0vP+E4M1/uzjsWC6nH/9o7rE67PlIOf0UlADUrSLr1FpZ8dAUhHa46Nr5NjHisAHW8hXr9Q6t5pNKPEQ6no3QxpFKXiHdmsD0IHLaKpX9RITkknJktIrYmiRtLh1BZM4a3J1NtBz35cBzzTpQhxZBwBfaD7gIuDcY9q8M+EL3AFcDQSCGysl/B3gUaI9SiC5C5T7vKMObtNMOey31Qs83As8Gw/5vgSuAEPANSm3/QOAVW4obxj3Reb+6qF5Rf/y63/AxeU3cbYe9lIAvlAncCnwdDPvfWD1fux04CqWy/0/gD0AYVTXiD/WXNXq/b817LznzUihoDU/fA8mk0AK+UH4w7K/cxcPZaRxD/3/DH1Av8Xjceuf9q86QfwVag/gZxINA+2f/pQ9xua02p5yhGVKSt3pD5klnn7QyYZalXT275qMZBgVei0NGetAzPCRreiAzPXw53eaTuW2xbejdW74B7NOsI3XY43lk7qR+wO2onfiZL0735Lty6LPqc1m9YQ4XIRi5bg6HAhn7HCw93ixEvJYblswUsbNu1rL0fJuUJXFlQfECwenjJLphEanRiNZAtEqQTkGnjjnX2fKj2zRx1DaUTh0cto+U03XUCzoLqEhYU16nQ++jJdLShdFLE7qfvr0jRGvSJFLZIA3gOlKJspSpSZfLKxAaGG5Ip3F38oDlwuxkYhRlY+a2AiSxzxbvF5s2urDo2Q/Km3O8Di2C11CCUF1j6bfOuP6ejMsqN0gjND5Wk0pxWSpJGrVuyEQ9h33AByjP6Y56SDMDvtCAYNg/d1cMwGGv4lGU8NgJAV+oG2p94AVWADejok4Oe2N6YQEqUngf4AuU59S1g58hAr7QZcGw//Em7rvD3selwJUoZfx3gXGojaSFwMNAPkq/pD1qvrZCbYwmQGZsLVQ/MxsGDoWP34bkpgS+F1El+3ZrnND9/w3fAhuApahwpotRL+veQCFqB//LZELG33opZn/z3yQP3BFv9cLrmU9eOHqVXTF3PcXrTbSMbFxeA5AIl4mYv4i8jCRSqsm4ZInWoVlG59DSWAWsRc3ZOVntuCGztTB6HCcKRt4sDhh6mUgB7wOpT57X0st+FEwdrxem4uKhD54gkfzZxYJPYebLynZyeSSmC+Z+BIko2DaYJvQb7AZVOsrB4XcjxJEWMBO1Wz8NuEQg3AKRoUvzHA1dAl8LSOPOSiMEaLpJbqtHYoZdnopXQawWopWQiqh3u6GhZ6QhlVTifBKSC9dLlOfKwWFneQ2oROU6H96uo57fZ6DuunN8zhX3PJXjbddRFKPy8dOoPNIk8CHwW432U5uy0w57LQ3z9U1UVMk+qDXs2agN1ipgDSoU2kJZSetQXv2tloTYBn/YfhMHh+0yHWVr/YDabBqDmq/DgGwgAvyEsr0kyhbOBCZqBnJrUzZSCzOmQ0bmZoeH7LohNB2OR38XE02HB6Fq4Q7NMHwlAHlFz9/cbz/uK+qYSrz7nJnZvgsl/YfK44YMx/3d57FZzzyixYHBc6ozj7586bA1194SyyzsZhcmZBKXBaz6GerqsNfXkNNuACccXkLxmjRtC1PvNOdYHfZ8Ar5QO+CvwBkNnqBnF4T+ImvltNLvpdV+mObO70zk/x6xjvt0se6uWaOtfn88GwCv4Za3V9fKmpceSy6x0lp/kESrYfkMyaDhNlkeeO8RE9OEcy7O4adv48uPPs63tlkH7LBHk7CmZAB/Bx5w6ydMAxC8t16uWBkQJaVe+vSH/PyItO2BErwIrRrdnAUiIlPWgzz/gxXNzPw054R+h6trAU0HKcFKIWOVYEuiny1Db51b5+rT4dPmGqvDno8sf04Af3luIvNE4XkFALH0W5kL56SXLl9sde7SU7P6D3ZFXR6RfdNdeXmZGSJ5182VP9TVylrgLtSa7XNUmsr2SAOv7rLBOOwVBHyh04AOQJtg2J8O+EIC+ARV/rEhGi8G9EQ9Qr9CGVdXoTz9P6C8p9uLRJGA48132CkCvtBBwIlA32DYX1V/7GHUfEygykFWtB3G4R0PwbX6M2au/440qsxeFjZLNJ12tkXWJoNf6ae8M+kXH7fbK+6DY+hvlTt/fLEQuBuYctOQs97ayduFga6o+qCnAvzjMe0YTWguyxbGV1Pt+bohBgw9FHIL4LgzKProTe51e7g5EcewbNH5xZCXv94uiVRWSiNeK4RMYS0pJi3cZM/5kCN7Z1NwEJTXmGehdlgd9iKSj5xmohaBq11XvPbITt5uAuoheRrqxU1Wndw/Mx9P0aGID5+wZ2q2OHD/s3RRVCRkRbaWX/2h9Xc7wl1te6GtmUu+0EQegDcHTvxTCk82jL/RTW05FLWBDeslzz5eA9DnhQmhgmDYX7GTfXbY05CfXAm0A8Yhjkhtr/mvcDlwE1CXsKa0cusnWNoLL+ZIW+YjEHaaefqIg/vqkhx0E8DCzHwIK/HX2FcL9fhXK1zCpR9mH94T4TFB1xBCQ8ZrsWMJbNyYOW4yjhsMyOzkgnWnAi/s9Pgd9ig2xINjUCGa1xd5AjvzvDoCuAOwZPlz34jC8xZceloNqDB+3TCokjKeY1l0fvm5WsbdWZi85uaCN2+9tvxwVAi0C1WnfEcw6j/L8ervZQR8of1RefR3BsP+n3fiPq2Bp1AG+0rglWDYLwO+0IGAiYo2qUHNX1CW0SqU4NlBqPD+/dlkMW1VurweAYwH3vi9/XXYM9kQD3ZEpYM8X+QJfLKTtwujQvFzUesDgKNR81UDlgC9S3+ELqOQvU8Vueu/ky8CAwCXbYteoLz6Lo+UyXh9SF/9tB11gsl/P0qRTIDLxbXADTvZ312OE7q/dW4ALgSeaYJ7TUM9CN9rOKAJ7ScgFa2jvLxEdFm1BGbNwK4qJzh7Jue4Pdx54/3uti43EpAeIzXTLK8qyXK5hOZxI1OS+KGj0X0nIUccRvjjPCpKLcKfF5FKT9kn4At1DPhCuU3Qd4c9g5OAPwO3Jh85retO3us91Hz9sOFAblsWC0FSSuI1q+lZVYxYNA073y0/AMbaEZ4E+rTvK3FnQqvOcuV+B2trhhxl2e8+YTLjLZ1ojXrPb1jfcFeJEJKRZ1rnBHyhooAv5ITw7y3IT3qgxEkvA47fybv9FzVf57r1Exq8SxEEUSCtHzhUE5qmo7uQmj5HwOVI62oQw13d8jUty0Qv8EbqfipdjOFNCdMNhhvb0kjVuih9dQWRVZLEz2WkSyOkS+sul8WPZMniR7rsZL8d9iwmotYE1+7kfRahVMorUCr6oDzvlYCVTvOzZeEBKC2x1gM3/PP68h6ozVezvr0FfI+a99vj2IAvZAZ8od71nliHvYMXgXOB/+zkfRpC8muAWY2Or0TNw9lsEtGLoTaWPgXOQ3lOQW0GfI5KBdzeHGwd8IVc9fPV3E5bh5bD/ag580uf+W9nBlBNozUsMAf1nC1GORiwk6Tj5Ty59G15NSoqML++rUStK9YrI39zPp6ijHyAzFy0gC/UIeALdQ34QllN0PddgmPob53XgVKU+M2OUzt5DLWTl1A7eSxAwBc6/k+n1Wb+6bTa/hmGb2JDMyHEOCHEgERU7+hyaS936+lKjjqifUXvjp3/EXxI+8rjFXMz3JZ9153RVJ/+Mr5ihWvo9ws652kijeXNRGR48ZSuxdAF7SOLWVGeQ+a6NYzsWcYbL8aeRT2Q5wd8IW8TficOuy/fACWoncodDoWfvHTSoMlLJy2YvHTSrQABX2ggcDhwRDDs/3NDu2M6nTtVaPTx5tAaxK0ZrYm1P4yIS9PuvevAsz4CXjNMaSdK7HTbHjJWupJOP820WsXL3OKEU3IpWWRgpTQ2L1MiaNUB3BncBMwD5gZ8od5N8F047P4Uo/RKSlD6JTtE7KbjW8VuOv6b2E3Hvxy76XitNjW5TdKO/jFpRy9y6ydsDGU2Ai8sE7reQwjRQbjdV0grXU2sMiZi1c+Sc0YImChtO5WukVb+nw6JFd5wojt3ZJcumqlpIEBoaBkePF1zaf/HfTG8EPlwIeUPfoJnWJf9UHnSP8riR05p6i/GYbflI9Sa4M0dvaAyMcmsTEx6pzIx6b+ViUk5AV/Ic96F+vXnXajfLwrP6ykKz6sBCIb9CVT0VHfUZsJqIFlbI6dr5jEP2jYvoTykNioH2gb2ZZMh9WtkoIysmcCdOzxahz2d51GGdfC3XBTwhR4K+EJzA75Qz/qNoWtQzqqOwbB/YaOmQ1F5+iFSON0AACAASURBVMegjKgUsBi4BWVgVbCxRjkJ4BBUbvSO8DrKWHtvew0dWgwvAmUozZIdZnbFxItnV0xcPLti4iiAgC90Fmru9QyG/Y1Tmc9Heex7AR+jNE/KZk1g3Nqv+RwVhdLwfI0Dh4DYrrM0qYqXBlHpKbN2181UJ3R/K9w05Kyvqd/12Ro/lT8jAG1w4QWbqYWnsP6pIXroaDejcuOeQ5XESQZ8oQtR4dBrHp+cMRq4ql17Hnzq5YIH64+bQJf6OqIj7W9vXCQtu9vxfbyeh+Z1F+9MjniGH1Gockcrq7B+mo3o0JrK5ZUYRi56myJ69m/H7LeL94OCGJvC/Jw6ui0c1xWvrQF6/Fqbx+dN0i/rf/Zm89XU7KsF9E3a2hWoUiQT2fQC3zfgC41CLRQ1EM8Bnx51n3Y6cBtKuGQI8Gkw7P/zgnVPtXZ7OalsrfA8MdsjbAv9nEARefk6BUUaT/1bVSDRdEmbjpJ1KwWlxYJvpogikNX1mwA7uhBw2JMRR8RR82zbyE90xBGbV2PQOBkhBmPJXii13OsBP6pETpjayfsCA2Xt+p/0Iw/4CCiV6+YdgDevFPX/YwTwkCg4d0LpJT6vjCbvFl7T0+qe04XQNLAtiaZeiQKJFAYIidkmA5Hjwrt/W4RM6KDlsUmp12EvoMgTGPtr51MTztQB2/zjyxtVnOpqZP+qcg5r3xmh6WIk6vl2ERAP+EKTnzr4DQ0YPWV1nw+g/6eoes4HojZuxwAHAATD/i8CvtBRqM0GD5tynXdU5Kwnai3QdgfbO+zhBMP+O/mVjZ2AL6QBMhj2yy2OXYR6t/uBl1GeTgP4OOALfQGMRRnyk4B+qEiTF1Cprh0BPRj2rw74Qn1RxpMXNa9hx6tFjKi/pnAH2zvs4RR5Am8Drbd1vt6AFsGw3258vKKEW71ZtPdmcUPAF5oOPIF6zq4O+EK3A2eiNub/CPwfqtzjg8CRqGdp6/oNrH0DvlAx6p1uoBaknm0FoOgGFBRplJXYoDaxUqj/NxqbdCt2GxyP/m+k3sj/Dij9qfyZgxqOr6p7auA6ajqvoyYVJ3UbQN/+5lJvhoh7vOJH4F8o4YZ3a6rkSUCOLK04reqtsC81a6YrsWLZx8RrPMTeMgK+0LB4jBIQdqGrjs65NRxxYDSVqokSj9pEvlxK1eIIfPFf3JUVmAbMbjUKrV175izPNV2mrASOCob91c3wFTnsZjw+b1IIKH983qQ/NhxbXP2fnH758eP65MXThZ7U0wBtBvGj4SHpymZ6wBe6DrW7GkK99HNAHtIzIk4/qFDTu3mZP6JtZNGquqeyA77QPpEaUSUlydqqjaFO6QVzksSiktk/xDf2xTAEBxye5pixaZAQqxaabmIA5wXD/u//V9+Jw26M/OSvQAXykwmND2v5nqu1XDci0/gBKDYwfwSSAu0b2552oRRiOvAfPLnXALkS0UlmtfoDnpwsqbvXrr/joxdXjTmxnVx5fwdXzzwPUiaExxR2NI6MJSxsCUiwLXBlkS6rgGQEUjHyzhpCzin9IGUJmU5nYts3ozbGHPZyUhPOPBzljfqy8fFxF8ubHv6HdE+4R5ajVKCXoRaBJcBRq+pyPwHGH9p2+VNAgddtZR83snos0BcVenpnwBfqIxfckXvBqRv6goyzac1WP1l3iEJUGuKft9fQoeUT8IU6o6KqlgV8oZxGp/6GMsbrUHn5pahw5xjKYfU6Kof+A6A/yqDyA6NQhs59wJD6kPtD6u/T2LhP72AX81Fif8f8juE5tDACvpAbVRavJOAL7dPo+GHBm82cZ280kxuKxS31h9eh5utqlNH/H9QG6TFADkoY/SSUMf8G0C7gC4mALzQS9QxvzLa1gyScdXEGBx/pArUptQo4OBj273ZGPjge/d+DCyU8ktnRm38F1rQLUQ9ILwLLRtaUUjejc/qDtjfclt83kZD6nwNlDWq5aaC2qkKenT33p/Ha0pWHebK9d+tuAzK9Y4Cj16yyPgRGXfbvvlbbwpRYW2aIDNMiXlZuzn+rlCfe6gzsj1tP8/ig/+IyLDrl1JCIS6rqdCypk5EpOnco1JPbGoDDXscIILvsR/v/AjeFjgCuHxekRgiELqjrlJX6EGBfv3Yq4Pr0NvsC1E58ClWG5HaQtbqbwMQHrBdH36RxUPvEYFvwcirJAqDHo9e5tfzW0qresHEH1PjPw5VsuRZNJmH5Qp0uvS10EzwZktoKkY3jbXLYxFFAti2tY+JW+BXgoQzDN0MI4UEQF17zE9eNb0vSH/wFvG5b00YAR0tPdlrEamIY7lcR2ipcGTeQir2EtKn7ZIVMrqx8HpULreedMSDTOmFAxYaJP+aWXP8uWmGGaHvjkYJECmoqwbIRWiZoAiEF0gbQiBcn8XTKMIQmh4sOVzzcjN+Rw+7DcCALj6dvypr6PEJMNbVjXwLyUkmSi2YzJ999dgxCF6K8Pp2BJx+YN1I8POzdumwz+YUQ8uUH/rJkvMdjPzTyBMmdd+bJSC3jgUh5lb7q0AMivTK89urHXmjd4OW02PH1mwBODIb9l2+3pcPeQC9UpJ4beDTgCy1CeeTzUGvUkmDYXxzwhc5BGUcJ4DHUfIugdCYuR6UH/KnRfW9HeUw/Qxn/ZWxyiUp+m71xVDDs3/C7RufQ0shDedrdwA0BX6galVKSZVvCitVRE7zZnA0MRK0jJcprr6PWsGXA6agQ+0PZVLHk/PrjU1BaQUka8koV29SIsCyoqrDJyt643t0HVc5vt8Tx6P9GHrrQvG38FcaqDSu1B7PsjNMtS15Usi79t85Zl3wDHAsc1jnrkjWoyfV1SotUZufj1XVSKPXbPt16uFbKWMowNCmwLZJ57amsdcUBy5bUAcKjp925otYGQTRlxsvJWzWoV4T2Rco7mpY6qb4DSXXvy7Cxvdl3kMBt1zFkiOCmcXDrPXl1zfQVOexGTFw46Ty3RlSDCctf40DgDODZXrkXV6B23U/olXvxR/XNny/yWKUdOtoew5Rp4GbUptZsoFpKhG3D6mrJ8p9lArXYjAIShKuyVNNsW4BaLCytP75ZfwwDItUwdZKJbUFmjuTYM9OgdmId9nZqJ4+gbkNnEpHJ8cgGgLEkk2/Xnx2BSnO6u/73R6LLKkrXvzpbt+Jpiaa9AXQXOWPfI6/DchDKmyQtMPQkUqZRi9YkYOj5Xq9VEUMm0jJdXLPCjiUtO5oGywZpIwyL1Po6UmV1iFQCiYG7XQ6pmhRo+ur/6ffisFsSSb3RJXne6Senjjz4E0489lvAj5TP1Z8egwodPbP+92dRwmZJwIhZ5kKgp/vaN+989qnUfK9XmgCZHpsOXUmjnqO2EMTSabQ168xcVB4pIDcYhtwUKrUVNGGT6bXI8lqgIgQc9nLqBcOuQunivIryyN8G9EHl15/OpqoOn6CiUJKojYFqlDbEGJQeUGMNKKu+nUSJTQogi01hzLX8NkNoR73/Di2Y+pD9fwIrdUM+7vLIs3RTXlbQxj47GPZPQXnnhwfD/lrgZ9S8jqLmawrlyR+E8vB7Gt1asknvpIaNofqblYtc82t9eyMU49OpCdp10qi/z247Zx2P/m+gXtzuT/GIyA79Uw+3HpeU7TuY8rVJtdG/XAf1xr7CGG0Bx6esSatu+rfQYxG+69z6nA8BYum3rtWPHDY8uWp9Op7M+G7WDG18JGpPOeUPdHr7zcRs4Mj8jHinNdVZjO6zcnVdbtu7LzoncrfU2tk5+YYoq5SpP44td2k5GbgLc+nssUmnU3g90KOH4KkJtjXuX8c5C1EHgLuFoK1LZ2mjY3GAXrkXL2rc8OxeZ/+tNPZMn31v5vhILet6tL3gQYCAL3QEiItApnuO5edoGc+8+Y7x/FUPWh1NF/OyssV7dbVyVL33PgLir8AdSlACG7C92VLPzJFa+VqN5Qs3RfOVrND4b7kAJfjj4HAnMIhULFdfuMC29tkHffmKFAPBddXr62i8IWSMfnb26Se1Be4snjCzzszznrfvm8EUqamthOF+iIx8m1RsDcg3so/q91DVM1/kAGvwZF8b/WLZdXXvLcjIHNg2FV1YeUObW468WJg68Tnr057uuSK+sMyKzlvryj9rCKTi2PE0mkcHj6Dm/vfxDmr/avZlzfQNOexOXIwmDpJdO9Zo0vWhDQhbSnQIhv11KG8RAMGwf0bAFzofFTIaAXGx+9o3ywEkvEuHTnoylSiLZhZ8WLmBe1Uborc82naoadivVFSbHVAL0UcfuCfRKytTjnrhZSP93y9NDbWBtZn4rmlIpIRRw6t5+5OC3yYs7NBSORIluJtCiZKBMnKi9WHHG+dJvVf/UJQBJYFbgmH/SoCAL/QKytMaQXnwH0AZWVmouehD5VxL1P+BJcAlqPmrodYgvyYWvXjnh+rQAuiM0oXwdOhmvyolMlIj5HHnpOIAwbD/vw0Ng2F/HDgk4AuVobz57wbD/hkA9fn6fVHz/mtUWP9HKC22BSgHQkO01AJUyP9tqPWrQM1pT3Yu1NZvmcbjknQKunQzWLc6mQiG/ZFd+D3sFI5H/zcQDPtjqF35b4CnH7ij6uqr/1Q2/oAxNT8sqnp6xqKqp4/b2Dgx5UASUx4wMK4xDPFBdq64ouFUdZX9fSwutHWijT7z88p+o3ouvO7kQfMjeE/56duZ6alAu5KaTKJJk5qEq/WYE2K11dXC/PIrQ5SXpMQZI1e7BnUowy4phkQNrshqSMdJSxdz5wlWrMC48YqX+vzPvyCH3ZFbUaq4d6K8+S8AtwR8oc8CvtCVDY0mL53UdfLSSf9eWq0/qWl8kJ3LxY3usRjw2klhLHqOzosnyr9VlGrezlmX/NjK0+bWu5/KOuScP6nNUpcX77Ax9hrDlO7eB9gIDR0wY7VC21CsKdN/CyK1ApTatIPDragF403GshVj3FOmvmIUrzsda9rbWNMex5omABLWlJyENeWevq+evgh4M10RG7fvm8GGnLpq1Ca2julpIzy5AaHp3Tu/+e68ThNOHgXiSlfv1rqMpUitrDDb3Tl6jWZqRSKVEJ5+rQw8br1i0nxX7OvVyLpaNFOg5XigrgKreC3CsjH7dflHs3w7Drsbz6A0ex7TpbjCTNsv6JY9Vq68f4Jcef+bcuX9mQC2/Ei35UfXP/VK2y4okbPnUCXyFLFYdXWNJuxlpXntvNkn3f9gzuHBsH8ZkF8bMZ6vqHY1CEPpgFFYILsuW6Fp0agwUOu4rRhNAkOXLF3tAThnF34HDnsOn6AU7T8E7kUZPFcDZwR8oU/r8/cBCPhC56LE+R4EXgNeanSfZfV/ulARAOcGw/71qLz+GSiDH9Sk7YIST3Wh5q/g1418gP5OeT0HlCf+beCbktXahEtuTd521YOJByc/7ooGfKGvA77Q8IaGcysmjppbMfHe/DbyOlTFhpsb3WcWat7pKBHpvwGVwbB/LqoiSUOJSPrsSyfdQKLma0O5KA9sMvIBCltr6AZkKpWLjIAvtE0xweZGyK2tvB1+E4uqnp6JUstddNd57n7AP8c/m3e51yuySURWsWHFvqLHdRunSMAXErc/XFiVX6jnJNassQtSq2sEDBADby0O+EJVQC7ISIc2aZfLo0fXruMATWNOPC4895/5DbkZSeIZeehlFbiH9kG4vUh3HrMWmLQukoRCKdoVxr4OnBk9RHS60t5Wvx32TgK+0MPAFUBVMOzPD/hClxz2d3FzdlvR0bKpq0ox5NJ+Zy/Z4po5qPIkNio06vRg2P9+bfKNH3WhDY7ELOvhe+qs7kNlutcBnFi51H6+Ux/Z8cW7DUpXCUwXpFJslrLfra9NOgWrl+qgSgH1CIb9O1Ib2mFvwpp2BmqDNQ7s//WG4p5dsrLvL3C7B9jRlLV49HPH7Pv1W582vkQWPzGRWO35GKagXZ+0gNtxn/BPuX7Co8BfpJSydvKspPeQHprZMX9cxbRFx+QNzB4lsjLBm0nVq3NwtdLJOLgLdswmtriKzAF5gCBdlcDo0jklqtf2Ed2uXf6//0Icdmfkyvv7orxGJnBO+a3TfnYftu/jGf6jDkKgJ+zIuAxjzH2Nr3np5rvP/XxRm+dME3HPI/kyI0P7EO8pxwZ8oZOBcH2zOlSO/7sdO9hz1pWImywLtl+aXHULODQY9n/RVON0aDnU5z3noAT17kfl5J+AyosOA2O3UOjvh0rp01Fza3Uw7O8S8IU6ActRBlIlyoBagRKCnMoOTdYGnUntxmDYf/f2WjvsfQR8oaWocqRfPHfn8lHAPfPbtrtECi0jBzGvE8ZQUXBuvFF7F8oB4EGtYauBDsGwPxbwhWKAxzCp7jWArGNPp/aNZxiycgk/8yt5+lshDPyh8f+T3YW9InS/Ps9jKkowYfQW9UCbgn8CD6FCPUYCl//wbdIzfISJVlfRCZWj11hBWs8r0DSvV5LVpUiT6dxyYbob6p+/DZw2oL9cd+XltE+lLP2KvxlfJeLCk5EJeR2yEbVVLK7sSLfKEozl5YjhI6msgqefKkfX4G/X6OTnZQ7DxSickOg9kslLJz2A8sJccHqPs6dsr/1vZAJKLOeNgC+UD9y7cobM3udEZAKRhZrPZ21xjeH2SC4Yl9BcXqSuMwOgPFE93qWZ/95QnYgULzRdaxYK47OgeC63SHQ49ao03npNXysNLhckE+p3IeCEcywKW0seuUmjsowiEFfWf7bDHoYtPwqgKos8pImjmnpxNg34EZUztxL4ujweb52rGcRnl5jAk6iwvE0kIl4JIlXUDqnbCHjHDSDlROB8AamcM4bYUsqs+KrIBRn79u5tWxvQDDdCQN7YAYjqCmR1LStvnwMCis7uR9Z+bTAKBKJ6vYnhmogKhXXYwwj4QkNRC7PPg2H//zXx7ZegPKetgE+Bqam5yw+StVGbHK9myfQNKINqI+/P6ZgJQBKu/HMd7dprk257CFDh1TWotdp6lHd03zXF2om/sU8CpZre5vcOyqH5KI090w4VIl8JHNrae0GiiT9iPEqQbCJwIyqUGdS8ORroijLgG8ho9HcBvAVQX1pvDWrur0AJpOXWn99BIx+6FdaQtrTbAr7QvVuWVHPY/Xly/iQX6tnXCjj80n5nFzfxR9wG3IQSgDwZuDQzkTSjbg/5QvRE6aWFG7VviCQBtQm1pD5CG+ALYEQ6xepFs+i58Cd0KfmRbRr5DXb8L6bzyah1yIKdGdiuYG8J3c8EhqHCh0Y19c37uApn93EVHt4n76KXULuca/7zRGRh3eKF78hYzSLg/S0uOfz2a8upKo9LEAjTVRTVUudGUm+sG3WibgBr27eTD6ZSiCXLRKZuiFaGIdlvUELKYSNJ/T975x0eRbX+8c+Zme2b3oBA6NIREBF7722xe3VdEfVy7V7Fhr33LooFWdaKiGsvqHjtBRQBRWnSSSAJqVtmZ+b8/jgbCFy9iqKiv3yfJ09gysnM2XfPeev33XF/xk8t4P6ZQ6gp7MFVlzZw1cXr2GVn2HdQFRWNs8htXqnR2HzOfz1sG/4qOB5V43bSlh74tIfsqtMeskPRePhKlGfzqyUfsGLpAjkuactlqHS+9YiEYiVAu5JyKfNLpMwvliyaqx0eCcWWXhXWQ+NvsFY8fZdxt27gIPEBFfXVQsSudcmuA9Qe7ThgpiXdBjkITVXvP3qTwXdfCerWc+vK07NOuTb89TAStamP3NIDNzkNqSanYXST03Ac+r4O8HyTlVn77cTPblgx5o2VqPrQjRHM34f8UqQ3CAIhkfuTfPEbkVv2CJ6cBXiCzwN10nIMb492vXydC0Q6lSetupQSTsdG+oNYwkXOjmV0vnZ7/N38CCHBcCF9fvDm7izXPur/r7/dhr8CjkAxNB+wpQeuLSultqz02tqy0r1E5wvrgAlOTUN1/R3P3p206peg2Mo3xSiymmM6jVjyg3NYJBSbjnJwzUalQ89H6Wyds783N3JU0jo1uw1/KQxD6a89gU6/w/gxVHuw+ai2umtQjqG5qOyUTTmfTmFj++HASCg2Pmvkz0KV+7XU+xeiMgNQwdSfF9sfavJYXhd0oeqz2/DXQweU0VsODP+Za38NPgR2jcbDb6HWxlWd19XM7OUY0wNS/y57vjVGoNbXFuHbJhKKnRkJxVajiNNXAPc7DkJKcmiVyr8x/qfsaqhM2a0O/y8i+tF4uCkSil0IDEW1WNhySLywDfAxIEm8MCQaDy9H1ReVnnN1+69QwmVCbBSC3ZCcB8xMJpxlKZnukRHujC61615/wbzE46XdFx/ZRwPGW2/rF773vu7r0dtFr34aTsamQ2CteHJCPgcf5SZjwrZ7uikuqKex3k3GFPi8Dgf1WYmwwGlsYFWtZ++KHlv0bdvwxyEMnIzyWm4xfFg50YdSHH0fVk48Kho/+V1gr9r0Ezpqgw6CtCKh2F6o1jmXoRj0P1+5WOz+xTuG02eo/dwrUeMAoBOIDku+1Y2O3e3zL74vldfcKMRdF3oBgeGWomoJ9BzqsPBLjc79Yd9TJbGxkKiHdELw/KMGUqr1V2i0kw4BVIpqG/5aGI2qibv7dxj7I1RE6Rbg5h3LTj4TOJNTX5/KqbsGAY3Uy72klNcLIe7He+h/EOIZAafqySbheLyfupoaHWlleuAN2EI3vFLKHlLqPuHSNWklQXgJdPEIJ5FGSgeRbIa0iRH0UHBAJzSvAT6BtDMIwwDHBmG70MRQ4P3f4Z3b8PvidpQj9fXfYewJKDbo6cARxY+/+QjwiKx74jISZiHgk+tuLZSSu6XkXb37RROBBw8+RL9zm17C+8pL9uIFC2QMeBYVieqIYnTW2Lgv+eY6RQXKcLr9N71dG/4MvIbKxKss9Z2y8Ocu3hxEQrEzgetRRKd9o/Hwx6j+4gcAT6EI94iEYnejAgNXoxwDR6PS/etQtfyvo1KjD0TJaRGbREUHlKxhztqS7P9ai3ILWttiGtlxn9kCr9mGPxCj+56w5KFvn7wO5ZR6eUuOHQnFhqMIHs1IKNY7Gr9yBdAjEop1R9liCSANsX+jukmch9qjV6DW0jTKIL8F5ew9GmULX8h6h9RP4WeX3KPZuOXkVoH/F4Z+FklU6tuW7i+vrBqF1otaBzakN1Wcer7vwb6DDNeHb5uew4885rgGc3IEmJYiw8Uj00cnmumt6zg5uXwNDALKc7wmw7tWsvPufjTLlq/NaS8O3Udnxdf1eL3QmNAw0zDy2HpmfZ/HXr1XYHrbs3x+M09O70BVjceXGh8bFI2HZ23hd27D74xXLnAyKK9689Hxn7t6s6Cj5FRj4/Q7NxtkdiAqtTQPGBKNh7tHQrERUooVb092BYLFsshwicMcSwqhM8exGFi5XAvWr0M8e787O5wk1Yyc94khvH5AQqoZ7AwccrbNx08KGuphnxE2bz5nkDHBTAkd1YJyyzrj2vC746yP1tio9kn143bZ4sP7UHKbu8nxQSjSp52kZY7CSm0vhXaI8OITJaeeI2snHW5kMh1JpxySdTchpYaVXk5OaTsEbseWukYaMg5YKew1DbLx4feFcOvk/nMHwAEpkY4k02Rj+HSEG1V3InSkJoQQ2um0Gfp/RUiUgbLmdxg7lx+X113Iyuv8xa6xD0wsCHs88oScwGNTovFRj9H43LHAPmWlmnHJxeZklNLZzAYyqE31NcnmG/ujaTP0/3IYc7wLVAnHquiW1QdAyemPETpuj8qG7YEy3s9Gydun0Xj49UgoNg4VCDBQ0X8fyiFVjXKitd9kPDlnbVlWXv9XZHQjkd45Eorp2Y4AbfgL4ZPLnARQCVijt6zM+lDyarDxmtg9e86Fyia4JXu+LhoPXxwJxc5GOY0s4BKUkW+jUu37ohj+W+PXrK+FkVCsc0t3iq0F/y8M/Wzq8f0oIZiP8lJuiXF1YE70qeA+gIV/RAsTKdF4eNabrz7/qNsjiqMPNPft1V+3vT5cw/dw+cm8/nYOwT7NJO52pF01oE/muhlfGmhCiuEDGvu983GOCPgcj2lrPPVGCbUNdRxydO6CLr1d3nuvT1Ts0WklY86vYM4XLqoe/AQt4+GD1fsxIn8ZX67MYcKXA7GlwOMR+A27LRX6r4nngGKUgrdFGnl9X/eoVuIlsTZl7Ai026XdyR+1nCv0nJic8EhsbF0N+/c4TNpCp0HaIg9wRUKxe1GlBA8IQWLAMHHEjGlSVK8SDDvY2eaDKRqWiWf81V7MlBK3vDKZrK/S3gN5YLv2BpYFa1bYPD5Gx7bhwOMsvvpQ44UJLrXlb9j33bThr4gnUYrhjtnfvxl15tMC0Azh3hXFlPvORhdoxmjgfFINn2CbnUCCtB3saSOB2/AXPE9i3Vqk0xHNBbYJLl+RVJu3y2nKSC3fLZASJ2U76c+X3mjW25c7QpKbUwDpBN+f9REkLdy9i+g6pi9YNniCCKEhrQzork2NuTb8NXAdyugNo4ySLQI573qdrhX/AHYHPmh97tVX5XlLlnBPXR1vWancnsmUkKm0sPevmL+39UT4IQKBr4199r75wXGZRlTUFJTSqrOB9Kw1/o1iRN+cPb5NXv+aOAplnCQjodjbWYb734ysDnsL8AUqTb817kY5U+cC/dggf+VZMrRm4CYUA39LuZ9AlXC1roluPd7ZgAHilxpR/y9slL8bsmSNN6MM8i9Rrey2xLg6qvb/QKA2Gg/XtDo9DdUZwkIRR0sATSPXtF/7YvxzhSVjz6q7s7rKWYyyB8k+X0/+O1sKVHZAP1Qa/y+VV4GqT9mq8P/lS1SHIhJph2qFs9mor31oP00yyZ/hZb3d6NNapY9YkX80XR+Nh+8DuO7Sp4b2HqjvdOjRgbf2OMA7Kp2WOZ9/kA4/dGvy2zE3BF7Kz9UeAuYgCBq498lU1TT+8xQzZ+SJZqNVX28uW6n7undIaV07prn2oQ4IBNIXtKzSoksevaKx67oaefvkpWWZO7rOcZcWZTC1JvK85t018wAAIABJREFUSe6/xcL60s02BTV09K+jnV5Hl3YWB4zpeQyqzq8Nfy28B+xDqz7Mm4Pbx03q7g3IaV0GsyK3hH3KfJkiKZnhSALVST2acbQLAC4cHavoM5jj9jyUR/7zKjcgZL5TyCGHXUnNi1dxEyq6/g7K6TBi+N58m+9x9f73dSRWJ8xqiVY843WhJxrB5ZaYKXD7kIdfKO+eNIbXgT2XLra0sXf4XKmULu4YmwYpeP3plqVH4A86dOji0H+YTXyC5wxUD9M2/LUwFbVhTv01N6etl/0C/QNdc/k1oe9Zn6mqBmYhZYU70TTNZctTRdHJtlzzcC6acTq6+0VRUH43UvbGHdiHTLoBFal8GVVCUISZPJxU4zsY7kNwe0303O+Fy9dTCl0Tuoae6xfINDgOTY+8+07zoqYbkFwAjjf9fQ2eAR2EbjtIAb72AdBdYKUhnUQaLkg0g6Htu8VmsA1/JF5GtRt979fcbM+9WXv+qx7PLVlo7/DN1+Zh0Xj4Sznv+jhS7l04f/EsbPsUMfi6Jln3hCErq06Tq1fPfu65bc8A9lM/7iaUcfThHt1WDAFK8bh2thINa5ctcx2U1Sm/BLYh29qJjRXNH1AklFegaqAtflafk4Ao/jXv24Y/HTOAWlRWau3m3pzlvrkeOA04JxoPPxMJxa4ExqAITs+MxsOV2euORkU6S1HM+yNQ6c6TUQ6Bquw5B+UIOB7lkFrEhuDEpkZRPXAXiF1RJbQZfplT30Cxqy/Y3Hduw5+KZahovg/VLnez8eBjE49LNHLvvE+0hx999qTLI6HYIaj20E3AZdF4eBJAJBTbA5WiPxu1pgeB01HcEu+e/u/g08AniWbpdbvFrsAeqGypWtSi6OO/5TUNXIr6LpyN+j78Unv5YNTavNWgrb3eL0BNMvaMaSeOcZDCl8EsSOM7eXTgDJQ33YVyJMwEXvf6uNlx0EeE3R/ufWCwUzLhlF5/YYO1tsqJozynTvS54sEm1sjKSmuPtyfXGceMSCNgid9ed9B195Vc3LE0ddLgfqZ49cOCTxcsMgYAq6LxcK9IKFYMLAsEpHHT7QFX0EjSNGU6npI83CMOQghYubCe+sdeo1txA9LW8Z51jCWsxIEnnyy7o4T/lGg8/PWfNJVt+APw2rJJF/5nHDdXfo9eWI49YqwcXObLBKXkTUcSXNTgTuoan+uCz1+4hDOsjAhuvxtVH7/NYk2XA3c9Dae8HwueOluEUM4xN6rX7t7tK8g580owDBrrbXuoz6Mfv/pb7ZJ3X3G8Lp89e+5nejdUmUzP7O+lCFly3Dmm8cIjbtIJWL+mCommwfB9MgzexSYnT3LzOV4J2nnAHNT369poPPzCHz6JbfjDIM3X9slgv2xrjhcEXj0Yrs9UvYyUPwAF3pQlNXfwU+n2LHbVrB4mNK0Hujsj8jtEgX+QboJ087p1T3y+U/P0+d3aP/LPVVrQcxlrFxyF4QkqBj1MhL6X8OT0lrpxN1IG098vr3R3zvUJTZcIsZfIP3FWzXUnv+80mzvlhrfXXCX5ov6DpTTPrKL0mE4YuQZSGAhNB+mAYyF0HUq6TRTI61FZDS/iH9HWEupvDOe987o6BSUzUz2GFFgW3Dx23RM33/+PsJx3/QqkLMe2eWV67vdT3i1ZcONV6VQw3zhy6cKMfDqWuXJVQ85FKJ2huaw4s/ctF6wqdpZWzpPV9WO1fXY9buKT7qL/fKBJEDYq46AK5WwtRCm4SZSSem40Hp4YCcVuA85HKaz/QxFtreeJj1BkhDFgJXBqG7P53xeRUMwHfIviOQFYFI2He2TJHvfIHlOOVeX4ui577EqUbPlRcncqqtRlIapd3rEoR1RLP7wJKEPsQVSHKwvFvF8GPBWNh0dHQrERKIeB5Je3LluByhS7FlVeeExbG96/NyKh2Dun35XZy+ODGW9oidEnnxyIhGI3oxxTGqqM5XPgFTZkNT0P7AQUoEq0H0TxnDQ88nzRvuPvaDxxxsfmTmww6r9CkUpeg2LMJztmP+DbaDy8QyQU64xyMkl+ebZpEtgN1a3icOCEaDy86NfOxZZAm6H/M4iEYtte9aDzpS/X1KR0pDcjpxYWjD4q25fxcuBfeYWyoL4WHah3uUUgY2K4PaSuvie4S0GRODe9pGpl47rMqGtuzfVblkgBw8dPKQgvX2JdcevYRjQczIxochyxE7B4rz2dcYsWifCatWiDetTbBk7ygzmFjShG69s6dbS777+v8HXqrIuHx2fYbscAoX8UoWkSmtZRu3AFeZ5mBAItmAu5+V+ePJKOKC9sI7BtNB5u6//8N8S8dY8W/lDlWvnRM3gr5wlKOjPvoPNl/zJfRtqSUasajCuakqKD14cmNBreuk0Y1ctE0HDhWBl2Bk7zBOWCdBNngihEed5PRC2crwG6y42UEtPKcMq9k13PLFngjL3rcvsKKXGhvPwZlPPrdmAIcAjIAP+jy4fLDZoO6SSAqEYtrjuilIX9ovHw9N9t0trwp0HOu17IovIVVn5xB1tzEIh1Hj3YWYi9GuvMp/d3p61bPRmnt5VTaCCEqTfXr9b9RV1BIATHYiZ2spZUVjffO/XEplpXuXRwQDxQ/tBR44CFID0YXgmaLTQxntxjz5KJ+NEkaqPoLh/SkTi2hdBrEOItknVfAtc6hj8gdJeOkAjpIJtqwJEIbwDpCSBysl3KkvVgeJqE4InGjxaPrp34mbTrkmd3e/XlB/7MeW3D74eHL73rne36p/Zqv1s/vEEj/fj9jUMvuOLYuXLe9dti2benEs4uZ93W3WNZgsED7VmVa7TB69aBi8yDjWn3Cp9X5t13l7mb0Vzbm4ypA59TUHwQsPquBzyFX8/Rnawu+kU0Hh4eCcV2RLUna2Exs1BM0YtREf2pqFrqn2kH1QJhooIOY1DK67PReHjTdqpt+JsgG7m/GiVUNhCJxsNPRkKxcpQchFDGvAC+Y0Or0q9Re/hOKGN9d5S81ETj4a6RUGwWis+nJa25EsWy3g0lkwOyxy1U9LQW1Wp6GqqE5GeIzzbCHShHQw4qQrxdNB7ObOZUtOEvgGyE/t39RlqixxDpfPOheOCU40eeEwnFWlo/nxzMd/Ka6jQNZHVWT20x/g9GdTBpQLWI9gIplOPpFpQN1SKvdagU/yTKSXU4G74jjSjH6pEoZ0EZP56pksVGjlRQuvLOKJ6raqBfNB7+PfhgfhH+X7TXi4RigUgo9l91eNnjP/rBrUlO8K1JThh/6qWZK9BNzbYg2axdXFgw+iiAO5+RBXc+I5eccZmrcdRFtl5YCh268KEQnG64SHu8Qs/LF08JIcK5OfY5qZQo0YT0oT74u6Wkf0VXl+zSQ0+l0ppwHBEEEtF4OOH3y7dqa6UwTRBS6iN2rwr6PHZ7TeOxi6/Ov7V9Z7/rtTc1ESjy02dggFfiKW64tIrE2nUAGG6BLQwwdOzmRuz6uhkocjUbtaBv8ZZCbdhyiIRirkgo1vFHjvsiodiPRm1e+OEJ8cIPT1yzsN4zbto9uCvnCXKL5bTV80W/3dpHnDy39BV6pPXOXWJGj0DK8BpScwtZ37SOPYQgYWVwUJv6yHSTuBJER9TC5kfVWg1DyU8iYyKsDB7AzHMf59w51n5VSrW6ta+Qmj8oPaiF8ToUU7DOJmtNv6EZXC3bvIBMBmyr5axci1JgW9JR//mrJ7MNvzuWNT0sljU93HlZ08Mb7yeJF1wkXvhJZc5y3ozY2wx9OuNxFzvCQdjOaoksEWKvRit6ohZ8+tU8Pf7Bi87ipW5hJjWsjJS+nL2Q1JHJ2Jn3Pz8b+Jeztu5SBF29fUv8eeGh3na3HnoqQuyGECmE3ohmCDTNkFKq+uR1y6ajZAuQAsdxIWU7DM8J5LT/DEdKIW0dx0JYabAy4M7Fsj1IzQApAAFCA5cXrJQmpbyzPj67ya5LCuDc32em27Cl4MRHlTvxURtFaCKhmB4JxX6yXWIkFNs1EopN/Whe0ZAHnu/AVeevM3Pz9LwLrjh2LsDJl3YuuXl86aTJcb/HshBCSPn1XP3k+nq5SIK17VB9T03IMUVF8gwh6P/9D57g1Ldz3efdVL7j2Gu8hwLilBPTLb2dNVQUH1Sktb7VoxgoorMdUanTNfxsWqlo9YMLeBwVndVQ9a5t2IoRCcVKsoZO62Ni02ObnO8eCcWeR0XeW+jse0Xj4Sezl5SiDJLWBsyNqHLBDCp6fh8q3f8gNrTJK88Sm7Wk79vZ+/Oj8bBElZW0jmAa2Wt7oXgGPuSXR/Nb8DzK8QCKyb2tTeRWDPvZSK79bKRo0+Ny9bigXD3uR22uSCiWHwnFosDFgHjrcZ0nrzWOOeX4kS0t64qAOcXtHXnwyIyWWygpq5AvoJxYJsoJNRnVreo0NpSR5KPsnxYHVholr3mAGY2H1wH/afUoevaejqh18gGUDP+PGn3R6rQElRkzEfXdCKKIWP80/O0j+pFQzIsi4AsAh2ZbhxAJxU5ELWIzo/HwPjWpSRUo1sb3ViYyngJD3OnW5SgJyVTK0YXAs2COdu7eA1zTgUStnynAYIFuO1geYdmWDrvlB0/5ZPGSqWty87WSgMda5Gh6/lP31KdmfKmXp9O0THcqN59rzrsqN//dF5PDZn6W2atjhS67b+M+d9priTOOOMzqNXwHhzvvMaipQZQVmKyo9mLbwm5frj1RucqJ9N/WxRHH+rjtukbSacUOXVyiM2SoxvIlFmeOdhBuD7U/rKEg17F8snHIyWO77gdsB/wrGg/X//dstWFrQCQU+wS1KV4ejYfHZY8NRnnC64C+0Wfy/ShF790vm9aay5dqZ9p52i1oGu/c6DQmGygMthOTDx4jLwFyty1KnwWc2rAOq2oVvvIuUnr9/LND4PRHIqHYZ8AwzZA1QmC73LI+1Sx6qqfJpj2rRasKFVUanX3UB1Fe+50B0Xuw7Rx/hqOnU3Dj2evXxeeBIzfyeG60HoLbJznujAxlHSUvTzJYtlAj0ajtjlIsRgL//rNTn9rw01jW9PB4VNuulyqCp0cASLxQhFLMDGAYnmAlsDfwKfq+69LWKzsLob8tEG7HTv8gNVGBEN+7Nd9uQHdn0sRewMPSljgFxX7XoM7gcT+mdTjr1NTtx92F0M6TdfUJz8Uja0WiOYmd7CEFAsMDQkiheCWmITQvhvdqQGCl38dsXgOE0N0GjuUgHeWccPmV0S60uTSt7YsnoMlMEmEmFPO+7gFPABwTabvRDEeR++luZCYFqeT5S8d88L5M2dcBt3R79eU2Jv6tFE581Ckop+YSLfTYEFhfw/w1Srk7EqWo7YFKc15mvfKvba6b2v/jJbW5Rah05HJUxKcCFdVMAO9qwnEd2n+J9815nQyhi2+SaWPAHbdmjm5uZmKH9ljXXG+sXb4CIQQVUraQPwlK8tKLjj8qdU9usTv3+lu814DQUe3OnkWV3PlRSuOmhFG1KKMpZzOn4QmUgnwr8HI0Hp64mfe34Q9CJBTbDtWTPgX0jsbDTdnjzwL7A9dF4+E7steZ0Xh4TiQUKwPeQsnmOpT8SFQEsxiVDTIve9xgQwlqh+zPVyjDaTEqFTqPjVn5G4GLUN+Xs1ER+jSqHfClqL1bssHB3xJFbUB9fwZu5jR8hwpQXYkqN7kq61Row1aGrIE/FyVXu+rHRr8DkKvHjUHJx+ui/RnHR0KxHkBZNB7+qN58JjjpPuuxLz+SRzkOzah1zkBlgCxCOSXfB7rohpRn3Jp211ULM50QAw/eY9T3kVCsHiWD36HkW6J01Ra5S6HKTytQTqsBKCfVv1Dy2hnAMBDW+oATZO97BUWGuTlIopywJ6L2ijOj8XBqM8fYYvj/QMbnRi1mLlS9cQu2R3laetWkJmnAZ9nrLgQOr7fkQZophXuN5ZoSczWvqTVcTXXalXs9KK8XYCN5F0FPcF4JZly93Wm7l4CnZGpCt/Ydi64UqeSdxsKFpbNniRdnftXpxHRaCVEmo8gfkgluzvNo7HdQwNl2W5PBw/1i/L0N99q24PVpBnvuYUqhCydlCn1ljRfHEdIw0FavdI4CnEULLE3DQTfAJyRWxqaqSvD6q5J27QSGz4fhEhRV5OLWMga1ic8n3vBDL9Hvyjv+2Olvw69AO5QnslurYz3Z0FYkgNrEe6PY+ReVlTrXOpqjzfzMJXscKPCVCBEolYc6DvtpGnpTRjwedMlmr59vp091N55+GTsbOjdUp6IvgXaJP19O2e5w6e0yhJlPni92bdXPtqU26Z87nQPeHCHnPmXLNUuEhhRnsH4hlRSXO7bUHV3TBEJIR9PQJBzi2MIBoQXzJIkmcLshpVL0ad8J6uskXXtJPF4I5AgSjQKQ74I4OBoPH/7HTHkbfgO6oGSzS6tjJaj1VENFYC5HkTYtMO3XxoB4XUrHpdkWRqq5XAYLLYHWCSlnI0RQ7DD8cfnZpyk0GjJzVn3g2mlgSBj6CFkz8XG5ruF+fJ6Qvl3vdsJM2FhNnQAhhA6OLTHc4Anug5R7oxnCXFlpuvJ9bqGxG8ppZYDEWtOUMedXejyDO6F5GhyRbtCwzN4Eiyw0zY3QkYoOFYFEJutBOghSIDXlALAt0tUOmcVr7qy4ftgNep/LDv4jJ74NvwpdUOtra2I6A6WQtbQX7QzcAyTqXjp/eI5b++qSI77zP/xGF/LdyfYfLCnPZBzDB3yKMnbeAUxHikyPkrrHp33f8YRE2lUOnF1UyESvhzlfzRKDVq4kB0S9MvLV0unWbcfMiO6LPq65Z/9uP4idOm2T/nh5Jx0VtT+HDcaSwwZD38kez0c5GTYXJwIdo/Hwnr/i3jb8sShD6a8tbRabssdb2osOaxUIcCKh2DCUPtsi30GUk8gNTEHJ/zKUk0gDHkNF/XOz/z4RFdU/EiWD01CkZC1wUI6lcdlnakmh9wC38dORT5m9r/Nmz4DSdT6OxsPlv+LeNvyxCKJkTWPjNXYH1Oc/OBKK5aDI8lyRUOyEO580rj16lD64orstpk6UfpSB7UY5ZAuz/58DlNiWeOa+Czy7IKkAMfngPdgW5bC8AuWkegblHIUNLPheVGQe1HeB7PONb/V8aqNvpfyiZHp/fgHrvsejOu/qBjQ34UORqXbYGvgk/vap+9lJ3hulZLYm9boMOA/lJZQoQbKBeicjchbOEsLX4NDZnxJnRpqCTXUis8uenkIQQUD4pfsRt+Z/SQj9exurn4SglIod12cc/pAxe9Z8u77Z4/fbRaXFNJWXS7YfinXwrjWJO85bTHFOmilPN3PvbQ1a/IUUqSQccKhfejzUtm/nND/6uJ5csULT3S7o2yvD8cda4porMqKsTAaCQZlMNMvGqU/Xc+UlKa44rw4pNUCg61BZCVdekeaiC9NccY2LxnVppMtwozyubdj6sQcq/eiyVsemoNrsjcimGjWSrYVPZ/CtWCS0JbMFX0+WYu5z+B1L2vXLhD+TpBAQa5PuD9yaN/7uVM8EKyOGmyYBx8YFuKLx8PRjb3Re6rGDNAyX7FTWRS52eSTeoLRB1mdzlVn5maRPMCMOOs7RFL+ZRDdkNZDs0Mup2+Mo252RkrfiAimFZtvg2MKjmMtY6/PDpXfBaRerrGeQVK2UJBo1brvAzZWjPMx8Xy1J/qDUs+/Yhq0fx6JIbUasP+If8R1wEnA6/hEfoVKPLaBRSqkJNF2TAj2dRhO6V7MsTUAQKdsjpRA9e67Wdhn0lL7XsBsC54w4SBh6ELXp+nw3vLbIe8aIG127DpRIWYjuegshwPA5eHOrySlTkX07I7CSuNsVuREaaBoIrRGhJZFU1z/yoaf5xdlU3vQedsrWpG6AbhgyUe+ya+uXyUQC3AHwBMEywbFRW4WFlIBmgKbjKXXj4BVWo9X8B897G34drgMiqJpjALL1vgeiyi7GoSKPNpA2dOlUNgVcC9bmER74DccO+M5z/KD5LpQiug2ggzTvPvL9cXce8eHdd7w7+JCE6c4H6QOZK4pPaTjzXNcZDzxkmI4UOcCLWZ1S5udYDaatafUJN9XpgPi4uiuL6wpal7skUG3MWoyyFmitfgdRzOmbS6jXRsD318DrqMjmvtF4uLrV8YNQLRZHoyKITvbHZEOnBlBOgpZU+b5sMMKuByahWpe2R8lRXpaY8QyUQ8GP4stpkZUUG4ygFsOndRq+hdq367PPQatrW37yUNkqNpuHtta7fwHox0aXomTzaP3Y6IetTp2OInc8EPXZZ1By1WSa0j9/jiO++UqCcmb6UbJUzgZW/NtQNlwaKXpmbbEAQDQevgElU97s9S2yl2FjOWwZvwU2UCd0moSGaWXWy3Rrec1ByfP/jMh7vZBKQXPT+kMe1pcI/rn426fut8bc2se8KM97ENizf+Go9W1KalKT8oAytwjcFL0/ffjXn9t6aTu49sJaqqsk196Vb977RLmNZX6vNdYckcgJTgO6J1OZb2xplqeqAnlF7bysWG4/9t1s+9lXptTf0qUsObjnsLL0sZF8aVnSe8Fpq+hdXi9GHlrFa+/l8OInZbSslYfu1cSg/hk58YU8sXz5hv08EHCcS89rEO06+YWmCR6fpPHpZzq2LTnjn7ac/h/EN98a9O4NPh/stpeXh+5Pkcn6WD0euOC0Grr29ju615svCk9qM57+SnDeeQKVGn8o2t4b+tymXvYA29z2fcNRNTOci9e8JT0uF0gJdgYEmBlTZIJFsvGwq9lvWKl+FXDE4u+cNfdehevQ0+38boMdbeUPfGE1c+6nb+nn57fnyL7DnXS3Xo6VShCMXuWisRbRIqO9BzmccI6NY8ND1xmsXQ2deznOorm6ZrglZ9xk4gtI59l7XGLpd5qQsrVjFA49Uco+20JxB8Rlp4A/AN36O6z+QbBmhUbrpWiXAx1CETmgxDty096+bdiakX71YlQU8gw8B7+4/rg9TQD911lr+mnCeDjXKFapxok6iXSE5fZkdCnTwpGmdHvDVM3fRsBt0pHN+IvSQsgChHAh9LXW+18foO/Y/2ihywuRloPuSQOBhikzNPOb1RSOPQYt1wt1qyBQAIA0UwhNgJmy05VJvWbKPDzNVTg1zbJujUb7i3cWwd6FYNvI7BdICLd0BAjDLZy6GpoXNKF5DQJ9S1WrPQArjRAa0uVFCHG8KDzpmT90vtvw25B88WDgYeBBfIdf3/pUJBTb5qKLKC4vZ8pll8n2iQSEes9nn54rqG7fX35e2Snx6oumBVxx1xEfzM3zmS84Ejn6mT3qy0pl2YhDEt5O7W2zcN2q3eZc/e2gqf5d71vhb2cATYYu/e1LM1rlWkNkLLW+XnTUfO6Y2hPb0TA0m0OHrmRljd/5fFHxpunPLdH8zcCmtpkExMRoPDxy8yetDX8WIqFYb1S0fUY0Hj52k3OdUFH551DkY5uiJZgVRUVAv0IZSvNQZatBlGwdjxKUR1BGTiPKgPqZOmVg48jnb5DXH8XyaDzcVpv/F8K1Xz6VD7yLCjLufeWQf6zPPoqEYkXBPFl49Xh7/CM3absvmCs0x1Y6o9sDZhoz233kUyCMajFZhuIs6Y6Sddl/KDfMncEnwL3Z40mU3Hmy615Lmyc8HkhvHO5cL6/BXGRTg8zKq2hddP+j1/8CWIAvGg//6cb+3zp1P1t3tz2wcMwEsxeq/VE7Ae5Cj3dagzl5p1z3MemqxKTDhRBXm7Y5xqTpcEfY+u47WXj9OtVLU9Lz5WxxTLcyI9Hc/qS7r2+stEz38otuYfIn0zNnT3vJ7LbNAPQRx/iE26fTs6dxardu+qmmKXl1qqBj0jaSSUerq7FF3TrJV81BjrNqKM1pkXeJrjkcstMa3C5HnB72Olfc6Fu/KKbTYsHMD03vm5/ldN52W+Q381Qs1eeDAf2l6NIZLrwETvyHTcdysGWKvHxobISiUoFHz7BgPlT08Wjzvnd3u/2WWEMb4/7WC7ny3n5AwyMNRULACyN7lvXXBK6565rf+qL6yaGjep+w6t5Xn+ifbiBa0J0H13wuL6ybiUfaYGtw7JWO2b1AuBtqhPuusUSaakTdU2ezeNizTF62yNnnwRvIA4TudzQMKCxje7/X+VgTkqn3u6j+QfOWX+Q4toXIpCWaptF3CMydAYvnwbKFglQCqislVkbD7UUTAixT8OFzAeZ8aSZdHt6XsoXgSa2JLrek97aIonYShKSsg2DlDxrfzdQpLHPWG/mBoPKIbrerZOYHYuDTD8Rs4Lu2erytFNabnQE/trUUxQy+M8qj/hTWm7tj7D/DsaflS+RLAvG5IdwHevScHMfMIA2BQKRSLs2HsFxeR1yiSblQpJo/l7BSJs3qZOz9AnOd5QmM2s/l6lwKqVSJPXveTHvpcjynHKkYHB1LIKVmLavBrm3E/HYx3v6l4PEjHBspRHbb1sHl1Vfd9R7pxfUIXdLjwX2le1HipkC3wGVkUgIzA7qmWkBgCU1oSGlR90UdS+/7Bs2t0/exfTA8FtJ2MJesxdunLMskKfeTS2+fDSwQnS9sY4TeChEJxYqArocPXTEzNGzFo2LA0CNEfmG+g7w6mZm6OOA64in5zbWaTKWfe/xqDco61qXX1bdvl5vLoK4r+WJ1efr1Bd08KcslenZsnjaoaO1Tp/X+4jNh5DU7Dmsvf2V4J8vRvHl5pntgnwwajtv+z8JPt9lLyAPe+Fg87T4A0+tzZSz05as3BEJz/Db3v9Qd29EAyaHbr+KgbVeRtnTt80XFLYZSi+f0DFTWgcYvVDz9WYrBHt0cZs9df/lO2TrZypa67zZsXci2xhuMavt1Hqq0tBToEgnFborGw5dmr7sVGI7ScVsb+a2N7DUoMryvUS3r5mXH7sUGW0BD8UK0lquWeulfYuC0sJbrbJDXW7LP7WLzDCU2YTMvjYRiFSjS6uqfuqMNfyKcdzRUiv7cyBGrdvP35MF2x2gl0sJVOdl5OXJtbN9oPOzcc+MIV/aRAAAgAElEQVRzp2y/o+8s6W6+rCrB7mlHatvt51CzCsrLkXuFpPjsHU288aw+CsXpsBpFHHlsp3bp3l07po2PvsrBtoVYukBcrhuyFZkzhvqRYoMICrp0c3HCqXk8/mAd1VUWporzC03DchyMpgYll9vvzge69PWf8XGyyLL+y0O6GbKLAVREQrFMNB5e/mundEvgb23oo9LwrkKx0s4DuupCJL26YfsNoxswkNTLM/LcBc8LhN4smp9szDTogwc5bNcpieMImt77oVEgc1c3BTNnnbhm1D/Pzd99u+FesXaFuWbK483BC28V5BfCsgXVlOTl0KEigKYJiop1CYj33kwas74waWq0ARyfT2qX3d+ZtCmyLXSkhtAwKjqDLrCWaM+jSg0KAceyxKyPvs4dkkjpfPWVnU6Z2n1HnBCY1aMiuW8qZZ307nua0HXED98laV/m4e13BYcdGaCij0Z+IVxzXjMvvFtESU9BaYXvC8g0RUKxE6Lx8Ot/zkfShp+CXHnvzsDLQCZH2A80Sn3QJ2sazHK/25q9rrkElQ716DdT5HvpeoryuzCubhnklEAiIXAsWDtXW913bzpXrsQB9kLV23n+fZKzqN1u5GZMVU//xqMGA/ewqejhkNMbgvkqs7m+SogJlxt6xhSYSaTbK8WS+QLDhTTTwnnkRkMH6Xh8UgNJTr5c3rWnvnbNamdIj21c8stPrWUZk5ZN2EFFBV6r6M5+/iCnLfwWd2FFhvxiN6uWgtcnWbVYp2VDb0l7it2j0bBOTEJFE+5BEUe1YWuC9WYZ8AWgI8RYpGzpzJBB0/2o9TeckWZcIncVQuzs13PXYEtsOwWGG9mcqKLA38WRNinH6uLHfbXQXUEKO/+Qql5Tkq6xdbNWYt4/naJ/7oQ9+ztwHEhm3fKajswkXcLJ4O5dKvXSgPD0zFVp9pqekY5l4NiSZIPASgt0V8aqapwA8p+6X0fzuevyBrmX4lgAEsd+yVlVM95e2bC3a5e+IwWiEMsk2CcPV5EHI9eN4deoe3oG5ry1BPbtCX3KwEpjVdVFjCLvEUjnY9R3tQ1bEbKO/5lA3nvfll4TGrbiSLnw26A9ZMdExsCP4pF4StY3jsXMHIEQMpmpnOHPNbhk3zlojfXss+06819PDvOApHqN6YQHzH3o0s/3z2+2XGuPGKUV1KRVevG337t5YoqPE4ctAtNGdwshXQZpzY1ltU6rVkpoY0LHZTgmSJff55DT3ivOfnwoRTlpiWKQfhSlMCRR5MItN3+CqmMdjIrE9vixd995J8m++0i+/YbWhv42qKju6uy/27D14TXUZzsVOATFfdKIirSPBi6NhGIDUK0S4b97KbYcayHCuw2Vpt+EMup9P3I9bGzQtO5E0dpQz/DjDoCjUKWGevaaz1qd+wHVxacg+z678ouMfwEqFXoe0BgJxfq3GftbJW5BrVcLAZlYSKeGWbLJSWMklzAY6PTC0y+uOPlfBY+63UK8+oJ+X9Ku0/ru4tBzkMQywZ8hbejC27GrkyzpoP177SoxCLB7dmxqcOkyMPoftfi8DmWltmzydBAfv5dC18BGShDC7cFlpgEEmial4yid13ALu2OFW1x2fYk29twqTFNVozgOdwJnggyUlWMffDwz77ks3c+yIBAUDc1N8h5gObAPinRYDf7LMA9oioRiB0Tj4S+22CxvJv7uNfrr0y8aarmmaqn42rbl6CKv9zkhxNRgfUPIaVyTIpXQa1K11KabSk1L2B0HgO4WCBcYe+40811tj4Z3VvX0BIJi36E7eNxut3ClU6L9MScGCPp1NCS92jWgGTq1Kxv4eHodyxbVU1YmpaZBXa3dsvwerLtcNydTWoNti3rgaBAH5eSImRlHNx00s3NXpqAW896olgzhNXXeA3TNecy0tJ0mTpDtD9u76ey+Pe2Lpn+aZwwcXtRPOjIxaIAJyQZWL0sS8AvKCw0CUpButjFNyZMxybqqhIFafAv+lE+jDT+H9V7DCpGe3LhCfj53TeKO6ZX1t6Vt+cagopT9ZeVjjTsfmCk66CqHbUcK1w4nOZhJSSDXweWVTI+zbvzNrH56HBpwWkmp5gM0t4fuww+0xKC9LAw3dO7vsOALnRcfNHg9avDOczq+POl0HWDTb0cHywQQl/iDcnRzo6y3MjSBGAPsB2JaOiXSgDNjuv7SVbf+Y7sbx+V3fT2e2gXlzT0bFXEacdvTmWW3PZ25cfSV1vhu7SMeU7e6//BxyYJvvtCRjqCpHlrrJh6fwOsXbDtMwzJlSyShhDZsrVAyK7TZKSfzoSWdV9H00QjxH2feV1OcN89Yq8/5cnc9lcRJN2tpO1EsNQeh69kbHZeUzry0TJLUzbOTIhOUaswumbWNuqPp4NLQi3MxF63FXl2L1qkY49CdsJavdaSUOP48pGYQ3L/fm8GdOh8mXK5VCJqxzSeQ8gAcayK22QRSYptfb/Pq1NFun9Oh09gdhguX1hfHmoCqVz0X04zqhf673APafaB1OKOIVKKj0F3PuIvd9B+3A71vGoTTnCI/tA2FZ2+PXp6n6mWkTWJutQbSxYa2aG3Y+iAA6hPuhDStp2Rj4wdmuvFoR+Mj4IrmTHxBsv9218a+6EdsznBx0V0VQ6ymFJo0kQhqtCLXBVfmfpITdGST4ztiSnK3wrSlawZOSY+upvui06pwu9V6NnOWi2lfF1PVoRsPLN2V5XsMcQb3aWh5BDSNFYM61Q4T8DWIRMbSZ4M48IaLq69atCKwNpXR5craQHU0Hp6AIrXaDhgYjYeno9iib0WttdcByWg83DN73ZmbvvS0tzUuHasxMfZfKp8BBH+qzXAb/nS0fGACuAFF8HUEKh36ikgo9gEqlbkFLYYzre57D5VG3B9V86yhHAWBn/nbziZjpVFEla+ieCOqUUGpkSiOiJb6/I9QdfjbAttH4+EXUUb9eJQD9BSgH4ojI4jqff4TGXv/lUHtQsnsT7ZtbcOfitbyOhbJ7OpXZaT2bfkykokPTPaP3euwTGrOokrxbcMS2u1a16NuheYUlgk0TRHZ6fnOR8mETHbrQ+65N1tDhZAGSE+Ozy72ehwamnTMjMbipW6xZJHFv68s4OQzczj+JI2cHEfuf7ibim4CIZC+IDv7gjwIonHhd2bd/Hnpw955vfmw+jrnG1TtfgLFgVHQsz/9L76DnXPzGbOu1tlT15nQ3CR3RpFeHg+cipK/wfzy2nsXyuba3K4oWxR/6xr97OY1HJhf2IPXS/qKAcs/lhPOuz31ipkSk/oIinUNLF2nzidwJLz9ik1FV4cefTU8mhc76eGH79Ly8Qcc4QtoRE7xUJ926NSvWfrcblHizoO6ldSvbuCKu9rh82usrdzAcePx4GgaWkGheP+mB07cPftc2wF6NB7+vOU6WffEQSiW9QdF/ok/SlIiayeVo9pW+IFTReFJsUgodi1w+Ziz6kWXjhYPTAjSd1sPBx2sQyrJpMeTvPdZbqtRxGKgR1sq9NYJufLeAUD9yWcWXILaQL/e7WYtjJTTerjNiqICKZrqoQo3EsGS+RJPnc1++wsKPTnM+j7J1HG2bFgjBED49FymPtdAu+2R3YdJMbxnmuq10JjSefZ6HaEh0wmxfid1e5EHjbTEW08Yax+MnVQKkE3v7Aq83SI3kVBsCIqN9IH/xSq6JjmhBmX4PFLqO+X0SCh20L/Oz3vp0QfqdSsDbo8j06mWvy/QdMk+/7Aobi+pKIfli2la8I1WfuZZI/905tI2/AisN7sC/gVLvh2YM2fJhGSn4rrigf36GprxjrFgfn996SIXhgFDd0QIQcrjwmu5kBkbe/p0Mt3LcXp1k2nSQuIQTIPHlQ8ev7RrG0XTjVEIeMkdcyQy2UxmzmI823ZSfUqFC6SQTm6B0FJNpuYJBPCPsGTNxBJU68k3RNHJJoBcdmcFioAtKir+veynXkfOu342qvXOLNHn8sGy8qEKhPa9zKS8OBZ2Q8pxTFtbOn4x0nHodnZP9BwPQuiQWwa6ZmOZ24miyNc/9Tfa8OchEoqVAN0eOnxag6tbhy9Im5ZTXdevcreDH8Sx9i1u71HR9pQHw9B5dWoTe+5p4/r0PxikmbW6jDWBbeSH76dFXdLLAb1W8OHsHE68uB19+uu4Vs5nXZXJBXd0JnLAalyGZNKbHTAzcMK+q9mlf72c/FEH+vaTtpnRhuxy1JlzsunZ+wHvZ4lWybJSnwW8GY2Hv/wf7/MYynCqjcbDRVmdZx3K0IJflip9cjQejv6GaW3D74RIKOZHOXi+RqUwe1BkZgejSjiCv3LoTVOS/xfs7HVnROPh8ZFQTEPt/d9G4+Gl2efUUc6nxdF4+LWfGigSip2M4sRoBvpE4+HKSCj2LT/OKfBTeDgaD/9zM65vwx8F5x0dtffOPufSVTNyu4pOVZ/Iq0+51V6VTnDPdu1zCjQNUpk0dVYztoRpTwq2HZKhW1cBNZKX33Kz2yHI/PZCpDLwyv3QoULHl++VTY2OmPaSic8Lbr/O2kqHWx8poLDIRdUqiyvOrqVbL90ZuL1be+HJ1FMTp4ZPAIiEYjsDTdF4eP2+HAnFjiHbaeKn7KFsN4t3Ucb60dF4+M1IKPY4iiz7l2JGNB7e/lfN5xbC38bQr05FRbE38pMvM+HLJ8wuHsO18EOZGLhHk11YRk6xrZOPTtJwk3SbNDZJGutN/DmSYMCFz626Q33/FbTvLFj6ncEzE5oZc7sgN0+QcWyo9EtfUBMNjTq339hAbbVMkWU8NQyk28PURDMrgBuj8fCa3/KOsnaSQKUx9wSOF4Un1UVCsZNQJBQGyAAILh7rp+8AN1Y6w5hz66itM3BhUUQDVRSSly/uuGdi+MLf8ixt+I2wpwn0fX9SXiOh2CrDI9t3Gobdbi/mNy7T+niFTbnf5vtZGv2O1JFSoKUMGqwMJbk6u3fKo8nM8PZndbx2tyrpdHtA80O6Hrz5cPLlaeL3GnL1Ek0ADN7Pycx5T3NZ63lJxWzgP8BD0Xj429/6mmuSE85CeUNHlvpOmR8JxYYEgmLa0SMNb58dkv7aaskt523I/ivrbHP8GAvdBa88bLDkGw3H4fNHJ5+0w299ljb8ejRmnhMAOa6jf1Rma8dHXvHa4mBt5wFQ4H+FDh0PEWYa1/z5UFSKyA2AlCQX1uEd1B1Saewnn0K6XaT+cQhBgpjpOqTLjVcPrCe7S0x5F72i1PEM3kZzmuvBth2NtJCOLdDdSNOu1nzuGPCqKDzpnd/6nnLe9fuiImeXiT6Xvy0rHyoE5pqrGvOqx30mZDrja3/NrohADkJKSDQidQ2EQGgGeIOgDK0iUXzK32Nz/Yvi+7pHRa/8U3/0M7C/vuFc8gJ3mY1NQhaVvpHGe4CeaMTdqRNC6CTqBB6vRtWyBsp75ZJuzuD7bBpmyubSZwaRtnVyS1x43TZIg6tvzEEIsBprWTxtqWTKHJG/QyGrK7rIN2a1sxcu0o3rTl1Ert9O+jvmjcPlmisq/j3xt75jJBTrBUwAnozGw+Oyhv5cVL9og43Z138KFtC+LRX6z4Vcea8Q5ef8lMHRF/W5CqDFGbmlsjA2dQat12FRRv4dKNbxW6Lx8OYy5W+ESChWADyN6nd+fjQelpFQbCoqM8DNL5NXCewWjYc//Nkr2/C7IRKKif8VMLxnRszuV2Rpq2dRW96PYPsStzsnAwU+F01mgkY9w7pq6FZViWFI/EV+NJ+f197SMQp9DBoU4LvFtQzrYnPljQHW1cLQnQ3WrLDk2Zfnipq1cP+N9VxxpzuZkxfwTY4289E0U0pHTkib2jrgut/a2i7rwJqAcqidGI2Hk5FQ7BIU14XB/8iKcbsht0BQXSUBLojGw3f+lmf5LfhLG/qRUOwUYN8xtzlftevEWODJ6HyjJfV98gUDT5AAc2ofn5tOyb7j/20I24Ihu1sceJKNlrHInbWSZErjjildEdJh36MyxJ/243JLiko1zrukALuxmTdeaOD9T7yk0zBqjKD/EIFoaGDVN7rZq0vCpWWS4tlpZeYbb7vqgPuAAsPF7Y89F179B8xDO1Rt3lNAefcemjbqdA+pZIaatTYP3W/RTVSyWubTjI8dhmupf10S/qnarDb8ToiEYnsA5x8TDk4+OBS8F/jGJHMWKt19kls/KA0welTsGfP/2rvvMKmq84Hj33PuvdNnO+zSl6VKE0EEG2IvWDYaS9Rl7TX6izHGqLFg1NiTWGI0im5WrFFX0VhjF1ApUgSlLU1Y2L47/d57zu+PWZQYk6ACi3g/z7OPM7uzd985jDP3veec923nhGOuVcIfFWz4At75o0BI8JmKRLvAFxRc/fsuvLuolXempinoriElyS8wqK21SbVtVqdJaKQp8OeAJZQ6eGKAvQ7wyWmPp+23X7Hbh413f796kRzc1iBuA5Z2tNfZluNQeP41TlGvfvrZT2aIAfNnSmvtCkmsTWOYmhMudfD5YeZLEjMAi2caWrkiWFVT4bWH3I5Wxx4YANxqCOPpHF/ObUAyKKNHmNJ/EPAUYv8GAKXeuBjFnfH2ekMFNEZ7nHB+L0Cg3QzCMLCVTdv9bxAc0B3fwSNBK4yWZvTGBigrRUkD4dokpE1ABLCMjrenVDs6EMkgpQ/lKmFnYij3FhJNQ3Qmc7cIhueIgknbtPCdrvtLJD5jdU7z1PlTfaU5Y7ucOTxIbk52yb5ycJqTGBELuy6FaozhH9EbGZAjRfF53qz+dtSRRNxtmHrm5Q9mzgO6JBxx2JqYfyzw5tGlpy4BuPi0R8el0/rdvQ/LWOPLXUxDUvzmx+C4NPQcScnAPJB+tJ1Co7n5DouWle0cO3IZQ3M2Mv/RBNFje/LgzMG0ZQLk5wtuvjOCzwfrZi0n/ey8WLeSWCSTFPpXi45OdCniiWBQ+1ua1FN3XLD0DTH25uQ2Hgc/kAf8nux+6S1ZNvqbqpqKW7ZlXJ5/VVlebZJNotNT7m4eLCX7pDOcfu4l+blkP4dndDyuK9k9z9tq+e+mPf+QnWmfR/aiwjyguqqmYpt2aupYIdCN7ITAb4DCLfi1d6pqKiZsy7g8/66yvPqXZLdvrCe7ouSO3lcZswH5uzEnTwNozTxhALWuUr0Sdju2DfW1OQwZHmT1apt7J6fpUmxwzv/lcsVF9Rw9oZnXZ+QR8Cu6dRecd1mYJYts+g6QBHScoJvixjsjrF1nUFgsGDlcp356rOsXSom2dpnKiTj1sdycvylXcdd19h+uuaWicTuMQ3eyK23uDwQoGTzMFJ/M2qwaoAW77m6yaL5DMtt0t6mqpmJLXtfbxA820d9siVp03IF62fFn6wExm5XP1Jp5Tsw1ec2eHwwE/zHpYt/Zi1fHS/v1jNAeF7z6QgI3YbPn4S7d/XHyV6+nod3Pxkgxu/g28ObsXJ5+vQgAIQTnX5KLBh68uxXlanwBQcW5UXbfw0DaGVTT+rQv1eZDK2rX+qZOvrfb5KqaimWdOC4/ASYDvzz/bH1sW9I4/7FHbXy4pLGQAk45RbgH/bRiZy/EuMOpLK+uBUqLS4zlt97bpTcQy2DbjqPyHpnStnD+DOe1gbu5h9auNHbrNVZAFGSzJhSFOU8KDEvjZsDuKDQSzREk4po9JjqMOljRvEHw2A2b/7NmL9IP29dhjyMUsRZY+bnh/LQ8KqMRQ7a1qFmXnxU/r6qmYvb2H42syvLqXYFHgIeApaBfAcHFNzr06KtpT2neeE7qmdNM6/vOJni+ndWxB2qAY4DGfH++BbgRo3A96MG6qW4FdvxtXVzaW2sOcmvXSNW7EIHAUWnCtg8QYBrZLyFxv/gCGfWjwlGMTf0/tUabJkJkt/ZlsHHbWwkG87IdbmxH62iuixAmUC8zqZOAtwgc1SkfXLr21mKyhabm2c3OTWaX0Bc6naHxyWXEP1yP5XPJHVtE5OTdx4seF7/XGTH+WFWWV18K3Ao6dtkDGdfyEaht803PKLFf85xU8+fP2e9cem24ZcVKXfn2403WOb8x0IUBYtpBPb8YtCa63xjCuQYrVxv0HWBhaLjmogZOt1/BMhRF++ay4OF2nhp0NA2tPkBTFE4Rdy265jsoaeqrDlmQFktX+rUm8ZuPD6tsyQRfqKqp6JQuDJXl1T7gCbKzT6eSPWfabKP+lyu4r62qqbh+e8f3Y9Zx4f95QP320jbVv8zNfXZa4J8vvBLcl+z+4Rlki51ewndfor8lEmRn0tPAVcCUqpqK1m349/6ryvLqO8huuT0BWMA315T6sKqmYtx2DexHrrK8ugBYTva1uAbo6+vB/JLTjN4yrkXgHWPu2nX2a8UDuWjCHrJbn54Ruvf00eY0UbtEU9Y3yqs1SV6rsenZz2X/ckH1nR2VejrO7AxTcNFVYRzXZeAwgYEi2LCBW+4M8vkKP4ahuGayL9W7OOEHrYC7BdwpupzVaVXtK8urzyZbF+Wsrt3E7zeu1wcJkZ3R36yVX7KqpiL0Hw+yje3wyV7HVc+rgY1VNRX3Aqxo+2vg2r9xetXvrXdXLjaGx1o5TykOTies6bkNmanD4+3RoSdm9nbMzN7TphYSa/ZRdp5Fo2hmtyM1j/9WMvddg9JSk7HDNTWv5RMJK248V3PgmBZq3irAdiThkCIQgLwCi9w8STCYAuFnwdwUOfkBaqoTXPlzG3xWO+n0X/v2zFzX2W1qqmoqngOe67j7xrSqh07yS/JTKrsUVml47jklD/ppp4W40+v4H78PMLmqpsJWr10ogJMPHtHn9dfndzsyFlNXAwNWNqYWLfk0fdtqlejS+0BGddmdUbNeMek5DsIDYPYdoDKCcFQhBUgTeu+qWfJ+tmVIMq2RJhT31RgW+IOashGahrWCtibYNKO/cqFBKAqjDlbk9NC6zo3HfG74xZw84zed3fajY8/UbpvuP3Bv9QcfvK73Dkc7yvBoaN2I8JL8befyDx87FDgKuOaWsSc3AZCadkihzP2sUbWOIbunskkobF23spzP5w0m5OuPlP1FQS+UcFA9CvDLIAKBzwFUGmwbtaYJucsQQGAUREE5iHQy2+oO0FqRUSkMw4+pJNaSpZh1X+COGIXTlsbXo0QLx85o03oLKa8gcFSnXZQCEH1/vYFswSt8fUGvvWuyNs1rnaZUdoJfS0RhFKXMJUZnBroT23Dq4cPJFqG7vfjRl5fAl3spw8BKEHMMk8eNVHpIYSoTHqzb9rfrFnc5Zi/9U9U4nA8+7En/sVF0scCxTJLrTP745jhSKU3/pRrLJ1m2zOW00yV7jDU49wwQUzSmVGyoFfQ+oSt7yTivvG8QsmyuPHw2j8wYTGMqxPkX2vhLBghXZearFeuu+dNT57zQiUNFVU1FhmzxNgAqy6v3J7s1i69WbGuKoqltvvLwx6qyvLqYbPenJ6tqKt7p+F5vYA+y++5TgYC+PJ7goLc/8K0A9idbDf+wjq9tzSQ7Q3sTcF9n12+qqqm4dNPtyvLqMrJds75eRfKHOUP5A6DnXRsArgfmi10nPwqQcGpy7n0qcsrNlyfmrqlVPYEzDUMdcdAh+qMBPSOPlmT8odzdjAnT30tOePTBNmpnKO77WwBpCHKMIgqiSfyEKCuVTDhmIxOOcWhtEgSCQezMpkRfEwq41K93mDMzQ/fefgJSEWxo4LhD81i4XDG27At69BkqcAJtOMk/ADeLLmd16krPqpqKv5LtLkVlefUhPj/xTJpg+l+j6tTC9zt8ok/2je6XgF1ZXv1aVU3FUuC3aK44/fK07NWemZwhuNtl5/ovStvOFQUlgmMvdvFrTTzmcOSoFnjmJRoX7Y0uLSbRDqk4RCIa05RMnxUmnRak0wbX3N+bA/dNMWZ3wdy5ivPP1PQbGiSVVFx33qppTn3r4k/WFFy62yn9DcdxMIOSqseDVaefkrpPlF32yf94Hp3iyIOTXRa/nZzRnrTGrE4VAIJEEm8J9DZSWV7di2yLET/Z1kXPABM14qGf7bfWf/g5uS/evDbqP++iutOT6ygF2OVA6N4HTB+0rIC62WDlZtvduUoTa8le9TQcIJ2d6NQaXBt2O8il3y6ajIL3/27wxdJs9dKy3fWiRDP3tMbE7Zk2QnPeMNBSMHQ/PT0VcK/P9x/3ZueM0H93zoUV+8z/qPqu+ybLiw48TvHmcxLD2Nmbg3S6qWRnTdLApaSm9QGeCclQJGTlrXCknq21e5lLZny6MIoZDCC1AgTYSWxLg2mglYtAompXIbt3QdU1Ifv2yb5QpYWwAuh0HJlJZF/ESITlx+9KtJBNaumSi9zaZXe6+x9YLCM5yK4CndH1Ei4Qjl2Df+I23VLyXYieF19XVzX5s8ChIx5PB5dQOLEMGQ2w7vV1otcZnR3dTutxslW7h5DtTAPwBugCiWq/4orAA2XxxKSYTJ+a0yOCrDcIB1yE65IUmnNKpyOUTSY1GgfNvDkGqYQDhoHfzLB0iUnGNpjyYIZZHwouOMvAvmhPdHMzeXOWQKqNcMvqTK+SgeduaPb/+u9Lhu2yuD6XvBxNUV7cEYZxtrn3iGfET+5JdN4QfbOqmop3K8urBwOLALkpX2po9+9wse5EbgEmAT8hu0QdspXrh5Gtj3D8b2/MPZpsO9Jt9WGnyS6LP4TshYTN/85lwFNVNRV12+hvf2dVNRUtHVty1vOvbf5WdVJIPwYnk30tJvS8a18Uu05uAe6SUky68rYIAuviNa3r9otmjEvmpC1/QqUpKQmihaakVDB8tMk5v/QjSaF0EAR06WpiSZv+A2x6jwRtSAqLFf/3O3jtOZj9LiAER/0sxJjxPgaNMHnpmdYpJw9fYeuo7+yB43rJgXtL9Mp6aNjwJ1FU8jD5p3zWucP07zpqTuSO3df32ScfZco2S/Y7tZj0D+EMei5QD3rNDQ/bh908ueqh158whi39REh/Og+3yy7XLmvodocV0JGSUkXbRli6LsRqf4ib7oqg1tWR2Pu/dQgAACAASURBVLMfemAuATfDrCkOf5jcxB9uaOHQQxXr6v2YliCvQNDS7mPP8WHOOEsy6TSJT2RAabSmMTr6yqPzD7vl8o/W9rrBMMF1IR7TvDMzXC96/WKHTPIBRPefu79++LI9VqcKdwkExFOGyWKlxKjOjmsntoFsr9h6IP9vj065f+OQfpOWbMj1TU8Uc09d5MiIoR/uM5HSvAEgLU3dQs0Hj2hevQMyqexB7Faw4/qr69ZS4DqCJR9LpITCEo1WMGJXTZewIJQRLJ0rUS4IgbNilhx7yx2V9w2/WB4dzsu2LYkWgOXDP7br6Ttkkr/JPVUVF7c0yh4fvWH86ZBjxbITztVHdXZMO7k3gcZDeoSWZtx/3J001G1ayICQJhhmmSmsaUKY44VhgmmhiroiSgejh+2BMgVaCKQwsaUi88+3EEEB8Vbs16YjlMoWrbOTaLvjU88wQRp89eLWWjjp/Y1dL3ssdsSEfTOB7OojhED4fRb+ic/uiEn+Jj0qr30i9d7qHN2mLl/84Iplc66Ze0WvM27Y4U6adyKPAU12Wry+9KxJt29ouP/JksKkHNVrIzeMfC1a/OYzr7U4qVNXtObQsFEScyQthd3Rfj/+pSuQdRsQ5Qfiz+vCnNcsBq6YxZ+OeJMxJeuYt9BHImWQF0ohXBdLOIhQAb5B/ZGtLWBmCy9O6LLi4mvuOeeRWFzuGe4ZTZsmRCMaX1AKtH5edD1nh02cq2oqPgd8IE4FsQjE30A81tlx7cSeJjsr/UZlefX1leXVj/HVubdJdgXmJWzb8/G/V9VU3Eo20f9615HpO2KSv0lHQbUI2YJ9M4G3yHaa8Gwb04F6x2XRGZP7nfHIW9VVa9vTPdoyGeG6SiST6bttJ/q7j5OGXwtNs+2wcHGc9+Y3sSrcyrBRkqBpYUkDmU7x0XspLj2rmduv3YhBA9IQWAiMlI/8Aslnm3qK6GxO5ToaKcWKc84//czIPr87j+bYVFyVPV1wHGjasILo8Ttckr9JVU2FfcGlJ/a7/vfhXfuW8SLZ4pm7/a/f25Z+MHv06xIPHfnKE/L5t6YZEo0rhDAuuryQUXsEUEpT276GZNrh8w8Fr061CIUFR59gEctpp/a5BCf9ppRAAF7/Wx0/mRhHCkFc5PP72ySZjOA3v4yT8vchEl+FLy/MG6+7DPItY4kz+M/jJ3a9LLfgkASA0/bUQS227/XFC11efT6ZWLNC53csj/N4vlRZXt0DyYor/pz0NawT+uFb/ITHSJG3r8Dv0wzPd6hrN7EbNbuXZYgrSVMtLEqYLH8Q0CCkJhjRJOMSrUCYgAPdeglKetvMed/g2DNdRu6pWb5YMPVug2CYN/0+Trjj/kmNAC+sfLTn+g+d1Tk5WtSvFbpbGT2OP/A0b5mm59/E7RdiStthU5oEjIjWaCF0to+xRqHR4DqIVBIRCINhknTasDIu2vKhDQM+WYDVLR+kIPPyRxhDBmOOGgKuA6k23OY2jPwcQINSIK2VSHmQyD1pOcCMDY8Yxc0bU6GSrmaePw+fFdpXmod41ZU9/2bpxGOW5f92t356ZG/y3p2lSWSEu6wJgWDFsEP506NBhHYJhxwOPyJIYSE4iz4jVZdhyDCTnHFd+XRJkF5LZxDxZXh7VR+eWLgLrqs5+9BaembWU5iriJQfBErhvPUmtmPGWLH+sNAVz32wKQ4n+Vzd6nWx4uKITVC4l8muZ9/emePi2TFVllc/DpzUcdcl27JrW3PJthV9bLPWuNPI9rWHbMvcg7dDHJ4fmAtPffTsw49N3W+M8gm/qZyQpc1+OVFCpkHatVnSGsdVguVzBM0fuxx/fIpEoR//5+v5sLY3E0dtwApZVL3Sg3ffSJGTo7hpcpI6w0cXf5wVc308OS2EVgYb61y0hpxczZj95PXHT4reGDSPyQA4L5xzjtvs3C8EyMLgRqMkv7sYfYO3lfNb2GGW7nfsWepF9uriv119+OgDMWLWu4aMFsGAfTHmTdM8cl8jyVSE/oP9iIDAMEAKgW0LWprh1eddygYEaDMiRAJBfD7NivU5/PNDxZB9IZXy0b2Pplu0nahPE+yqefjeAE1r7cyEvdOL+o4uOmpQ2alrN49DCln00J/i1C5THH2qVXvEESd5Sf6PUMdystHA21U1Fc7Xf951d7punI1v8ceS9/5hCccWtM/VuI2aI8rTaEwMA8wwZAyJNiThXlB3swKdrZivFaSTgmCups9+0H+EJpoLwYSPKVdnW9s+O8XgvVdVeuBeesNJ17knHjzk9JlfC8W/8F1DtH0Bho/0xU9t+y4Qnh3PMWc94wfGAzOff/C4f6ui7LivBJJOIqS0Q8D04ze00EDSacMnAxjSypZ21Bph+rJlZYGgCANt2FIihECM3BUSSZwPP0b07Y0c2hedakNYIXQihfvePIyjJmQQbgxlXywKK6d+LRQRMH2ya0ahG1dp5n0ynWMP2baD49nhdBTbHQ8sqar59/cs3fKozBvXpYe1eA3xXUpQpiEMv4EYMwDZtQ+G6oZWrQilCfgMxu1lYZrwwHuDOHTBMwT3G4qhbHp3dbn3iVFcMClBrzyTSQ3TeXbDSMbuZ6E+TCAiftqnzXQiB+6SlkP63xkszLtWnPjnfzk/Wfa5CN19O0QiFuefZz1d2nV7jZJnR1JZXj0KiHesmPj6zwQwcrNvbcskX5HdEvA0cOY3dKvpstntJ7dhHJ4dWGV5dX8gv6qm4uNv+vnwkcbovYZnxHKfn4Kw32xIp1jR1k7EMjBEBrQBCuJ18LNjk3TJ1yhDcc+MnuiWOGJoHIHkiKOLaG4WrFmu+fVVQWwbrr8cmmM+evbyc+q5efxx8gb7V5eZH0aj8ifknPgvbT6FKYutUX1ASnRr+ywvyf/2Oj3R7yi2dzxwH9k9OJcA927+mHfXV13p721MHrSXxjEEA/eD4oHw8s2ah+6KEc6Jsce+AY44IY8e+1usXdJI7SLBIUf4mTsrxcrlNrVLU3QrgeVLbD5bFOE3o3x072nys7M1tAg+WOEgVjXw6Sfy2UTMOOeaP57xjS0aZDD6ztrVKdIpWPSxTh1xxDYfIs8Opjk99dAxE9T9/YfZ3ed/aDzLV1fpAbh13tTD8g/mGbMbvPEPP/F6EBbkjYbm6fDMHT72Okvz+fuK5mWaln1gwHhYPQ+iQU3K1AgJ0S7QVg+ZdsFeIyx0cfbzum5dinGHwYevCZTLvPq1xtG3n1zx9eV4ABxdeurylzLVGhBGmH+7IOHZ+T302dQxA8cYt5f1cvb8YpWxAhi8+c8TTk1/tP4o5GrRhovWivZMM0rZmIaPtEri0wopDKS0UE0NSH8wu88+mQDHQYoMyufHkCYinIOx//4gO4p9pZO4K1bhvDcbY+yQBizzMOHLmYN/4r9d0N2z+DTH8T+WRDlhkV+APPbhHXbJvmfbcJ+s7P+z0b2uELnhU9uTVvLZ227LP/ayy758reiWR8PAgoIzxwba356N67ps2H0ogZRDQVF/hAvts+IcfniavcMLiKkwG9ftgjBNlnzmMELlEnhpNd1P8/PSa0UsrQ8z9Z8RJsX/Tk8rQ6RMUf3iGMp7r8esrU+bPnWczCt6le5nf+P759NPxZam0oxyFEx5lMz1I7/pUZ6dVWV5dRHZqtu/BkRlefUuVTUVX99D/jYwaDuEo4BfAA9W1VT8pzaO/yTb0hey1f09PyINqapAUz0V4ai4I94u/JXl1SdU1VQ8v/lj6lMP333gzzhr0SqL0cUGhELkWhZL29pwtU2sVfDivYKxJ0G/vTRz5/s4eD8XHcqn34g4rz4RpK41SPd+FpGuAc74BTxwR5zFnwiEgGC3fPYclst+Zgg7o+9fuZLfRHv8rOUbA1ZqGnB9dhUg27Q16c6q0xN9sm9Kk/mq0MZJwL3v1z0SaUnLwDO/EqMnnMv1Mx8VRjoGPr8gv8glEHLZ7UDJohkGXYtNTj49Dw0opYnkO/zs/1x0WvHpQtBK8Fx1MyUlMGwIxDKC7n0krg3165SOhAOfPl8d69nSKO6sqqn43X8L9rX1G9sOOE/q5bO1WDXLGVhZXn1QVU3FG9t4jDw7iOb01P2AJ489K5MjpBL9hrmHANw6b6q/daHOHZTvFoiM+PuqV0TIXwI9JwliSzUb3tKEg4JWE5QjeO/P2f72VkDgugLlExR0dWmMCurWCEI5mm67aIL5Am1rRg+LsqDRJmm7LH1LfN7eSFd/hH/+pWrS8f8t3mtnPyZ6nSLshlnal1yOv7K8+qKqmoq7t8tgeTrdQ59NLQZe3uugTF5+QBsDhrj9ALR+09BaFcadFltp993gqtX5MpOhcOCuKCmwVQrLiKCFC2gUCi1AYqDb2yFkIEwf9qLPMIf2x8jYGMIEXPAFEEJkd+BrDUKuNHp1D8sTe6yVkeA4rMP/68nlBjvdYhoi3I7WscYpfxlZeMZ523ygPDuStw8cvqFYF+SZGUeaPkv3r089vExpitbGSA0IyFciazf0ZUUtoZZm5N8/onbYCD6bYXHc6XEIBxm8u2DgbiEC84O4jZqlj8zAn4xTGB7Hw/EDkSsUl87eQNmSpRyyz3B2HWfhX9qb9vlr6Lp334bWhZHUVc+PUbbD2AefnvRf9y8fepJdu2KJHlW3SuhPPjCnVpZXH/4Ns6iendfzwO5Att8iHAA83NGOTJOtuD9+G/79JLAOyAWOrKqp+PB/PL52s9tXV5ZXv/5Nq2Y8O62b84s4z3Xxd9w/EXjeUa/mvLs+Zo1vXnJ4qqDkgj9eaciJJ0OLTCHqEzjLEwQGhAHYuEqwZpmB+aLi4LMVxbsXkSkyidkJdp/gMHo84BRz34Ow7yFJSgeY7HOEw6plFsNGWmpDRn7+5wuaugvR/Os/PTTpgaqa/xJtMtOiVq5DRIJg2/urNy8eLQ+4q1O77/zQdGqi3zGb7yNb7TlFdjnT3F9f+rdrD7uI3/pdZaIlb96TrTpeWKIJBDUrPhL0HCRJN0tCYc2Z5yUhEYO61Tz+di4fvGoy5z3JUZNs8rpZJFo0KR/MmCnw+WDcBEDDnOmOqron82ZVzQkH/+mhLYu5m884buBQv3CHwI1rE9G2Zi4DvET/R6CyvFrseSBdJp4kXH/YbEvbGbHyM+P9m35RPanfhfzFjhN8a5pAOwLtQOE+kNoIuSMgJyL4bKpCuRIjAm5MU1QsKButGDNRIS3F6lbBhi86WufFYen72WSpzwhobYC10326y57JtcMrzGFHl566RbPz/XMyBaPLMj7fbppHHwtatevF5YCX6P9IHNIz1GN6XdKOuyKWp7XOC8pa7FeOUYb5gEB0DRjZD26ihRCLIQ0LIcAggtAKoS20dnElCCS6pQWjIARaoZ005rDBZJN7HzgdF9uVg/CHkcqFTDxBKG93Akc1ii2MeWma7hktyPUp6Tf52SeNU34+svAMbzXKj0Hy+R7k5rXLWFtYod1AkJjsWjTUF0896wgxbJdkhoAKQH4uuqAI0ZDA35Zk0Gdzkb2GsOb5eXSZ0I9EWFK30aRhRR+e+0eQVLvLfoFF9Bjk0pSG/DyDlodnoxviDM0k6Hn8eHxD9uWmt9POL8Xygy+56qQtLrDbvbc6su8Ag/Z2V8x9T+8GYgjZIsKenVzHFr5Wsr3oN/WeNzr2wU8k279wW3KBS6pqKu7/Fr/zy81ulwKHAo9sxZg8O6jK8mr/cWfi7jGBRNlg2hfNwQSW/fGmJ+8691fRC8ZGlKFLdqdYwYnX1ROMOWz8AgJdJXZpPsxtZ8AQl/rWQop7OBxylI29LEjxng62dlFak3YtDOEw/W3F3A9MFs3WTP6rzYBhmtv+YuiwGZ0qAkdOumvKlsWslT6f1gS6LYHoklNAdvWMV4zxW+iURL8jwe/v83OlnaFcaxaWV4Z+Mmwv37pQQF409a8NdrIOc10tKFcDknBUc8F1KQwL/jnNZMaLFq6dnTD6yx3w6wtXoAr8lBRohMiuKn3mAYt0GoYeBKUDhfPFZ8hUCtW3f+Cihjqj6IkHU/OBF79N7F3j8UPMSACpICJFO+hfb5NB8uwwPmmcIoCBgah50Mw3xe9nvqlbr/yDOeTP/7Aaon30UaEe+vD1LwnTHwLtZpN8ww/1r4CT0eQPg6YF2Z+Bxo2BYQhaG6FLrg/XSaKBtx+UxFolCI12IVKCrTVGYVcm339fgxx3nF7qM6jZ0iQfILmYYeH9s6teuwccVYt14bYZJc+OJO2+VKq027soYEw7ujRiL2m19xwYka9qKXfLqNSzQgRktoV2x4ponx+jZ1fAQGuNsBPZ6vgIhAYpfNlmt5YCbYJSaG0gIz60ENl5q0yyHcOIoJzHhJNeipNei1YvYRz8jdugvsnut75p3noiQktwMwpMeYOX5O/89Jo/FhPIyRGRwply/P6SpsbTJIkz0ProdEY+2zpjjVi1MY/SPXvSw9cOQrCiOUrfoX0wMxl0yE+fNz7FXVqPu2wxHLMXQ0U9ekSUZ14MIg3Y6Ctk4YIo/gBc+psgq/7Qc2Ni+qqu/rL82dFA/Jm/P+1ra2o13+h19A3/tsf6v/FZhh/AzRgYUv/dVWL+thklz46isrw6F8gjuyS/APgj0ADcBTzQ8bCtneQ3kW2D2gDcQHZibPoWzOB/Xd/Nbs8gW/XfsxN7d32VHyi1LO5+dooYN20qb40/1bx6zKnmJ2vWZ67e+G7ablylDatYkueCkNmuT1NvzqaI51/rZ1BvE2uUjRSasWNb6DPeR6EMEE9nd9cJIOILESHEwsYkOT0S6Zx8fH0GqExAc5HU/qIw/jnCSb/2bWKPrUsfEOligQat1HqBcePWHp+d3XZN9O+YP1UK9E+DRfw62cCumbQ2DRPCxWLcB+/H186aE5ej9taccjaWq6Cwh6JhleCzmQKlNEqDcCEc1kgj254ZBPUNJlfc2IWrftnEiAkufXc3sSytn3pAidXLDIrzeXGPceKnL92LDegJBx2vAR544ts/h7nPrtt36ElRTCSW6dxfVXPavK06SJ4dyj0LHj2gvykuiLeKI7sMEf61szTBCNFXF4mNpWX4Vs+B1DphYkLfn0OoB6yZBvn9oHUVoKB1qUbbZN8JBaAErptt0fjuSw7hjwzirRDtLbP/LdCL2+vFhKOu1PWAOLBH5Xfep/zB08bhg0YZFAQV/l7ii6/vxfLsXDLuP0Yq5UyyVea8jE4FQ2YUNAy27NkyZQfjpiTgy5dCKzJaoYXCVBaioQH6barR1JH8a529YqpdsJNg+LLfN/0gJNL0aQRCKLcJxz6I/JPn0vakJOeE7/x6PXPM+r6JFk2/QCsfNOY5Z+016bbvOSSeHdgLKx/t3V2nTh4pxJXOumTE1zsjsExsSzxOfu9gvNHh6isTIpWIEjQyyH+muP2MVYBm7dp8+nQRNMRDhEwDuubhLG/hPXtXXrsznyF9LH5+0gZOOKKNR5+LsjDWTbkKKbSyl85Yf8LoW+6oof1pSfR4BXDCudmvb2vDcyspPqY3kQW1THn2d2dv5SHy7EA+aZyS29rASWDeCKKAr5L5K4COvqBbLcHvKHKCBq6sqqm4ubK8WlbVVHzfuiX+zW4fXlVTEf+ex/PsoK6d/ZhpSU7cp1hf07xM9YsWGUZrA5imPnLEGHdiwEQEWlzGnpmxVBByre7M+KiJ5UsU+f3SOLaJlBDxWyAFSIFWioBh0duBdWaaqA5CJoqU6LSMC8swKAjoKn+Ze+aV9zi6JHT293q9rp6Z3GXwoQLtgq6N/V/g/OrlW2t8fiy2eaJfWV5dAkzJL1VDj7hQ9c64UJcvSTZIQBCKao4+LSNyu2jzuXtM0o2CtKtos8FojnDhRSGmFcd57fk0d10RwOfX9CjV5BVqNq6V9CqVbFwPtq1Y1higpdF0332RD/2uvvDKK5v7x4P+97rkX7gB4L/uA9lC88N9era2OjSt1+SWGL2//xE9O5JfVT/kd95Rf+kZaR9vHR/t27Jaio+ftOh9pKDsGBixm8Nn0yVzH5EBDYRKwMyBHgcLckOKPQ9zWdMbmrTJxw+C0qBTsOcpmq7DJOl2zSs3AWjMgNAFQ9A9D5ZLTIOLF/wNa+ixYsUvT6jcvEfo9+p/mX8Yk15eE0BpcNaqvO9zLM+O54v4/UJrea0lAydHla+v0Np0M3FENBcBpJw4ARHCDOcHhZDkaoFWGRyRXYrvE36UVOjSso7e9mBrGwsQm5ZMiWzvcFwbhKmFYdahnKtBL0aaYB0+/ctTx5wTv9eH+k/KGk+QBQHQfvbK92+P9lOe7cyZdc2pwslc0dysS8fHEqFQsR8CfoziXrz/oaKldi37960NBvIDJPoMJxlXnPhTmwF5zRSsXIBaqTGG92f33OUYdZqmtRGmi0F8PKeEWNso+uRCKiNZ2xDADufqWJtuF0Lf4ypzKtAnnhSvjP7Jz7Pvqx1J/nf11uP3BsN79WXxOk2RP59uW2OAPDuUyvLqfYE/AH3BLPgPD7P+w/e/ixTwd+A6spX6X9xU82ErJPnwrxcivArmO5nK8uoyJA+VjVMD9vqJ6JFcb1AS9lNQmqTPFS66LoLqlZIxpeijJE24BAISU2qanHoGD9eU9HL4dEYE101jSEg12bQVpUj7bTYuhl17S6QBRcJHJmDaUiTfCWp9cTIRG7ZGq9d3KTz9mwvrfQf99g6GhGWAT+DGZOHWOu6PyVZL9CvLq/PIFtRrByaOOEYdYRXJE3xR/Jl22Ht/h4ElLg0bBRtX+Mk2Coczrk1j+SGVgrLhmtefEfQYC6FcsIrT+Hxhdhtn8drzadpbslOiJ//cYfYMFzst6NFH6KYmtTreJq9/8N7o61U1FWuO+qor6Cehbw73O+s/2JLjy0ySvTR3PW97rUl+oO6YPzUIlMy/Rq0BjhYBRkT247KelhP6rC2Iv0+AoYWCnHyofU6z9g3IhKH5LYt0I19+PCY2wpCLBf4cQRqJabr0GAy0QCAKmXZNSU/NoNGKtITFr6CNgGjUStw+5hfihfPGnbr4q6C2/vPM9enCcT0USsN7y/EK7vxAfVz/sAH0A5YV+p0DIimnn+kzb8mP2zlNYUP47HaM/N6AwPGbCCEIyTxMV2NojbJT4AuDkDhSdCTw2atIUhjZPvemC9LA0j6EIcBJo1vb0FLHZST6gJDGkxhyFoGjttnJoYzmHFiwZClCa6y+fq/i/g9Y+vfl/YC153x43LDBXZuG/OLUjb9v6F3crSQZkyJaSM6KeaAU9NsFGQlCy3pGGrVEDsgF2QW9ej2hkGbioRkOGK8wRBQ3FSZdH8Oyk0TyDHQiRWmomZKuX7Bk1QC6d0tTcaKdfuq13Ge7+tof9JnujInnX5yceP6XYS3ams8xN9Ve9LdboyTaBBNPKWbo1jy4Z7uqLK/uCbSRbT+3O9lZ+qH8y3nypgn2rboq3wGmA7cCH1TVVGyeJG3T2cuqmorUtjy+Z9tpSFUVAfLSk6QLHGyY+uRxh7uHjTlQW80rJUcdAT16wvKMwx+vFxiGwfk3pWnvE8cQIJQkKTSF2kfA0PhMgeu6GKaksIvFrqPC/PPFDOm05okpcS65MkHaNEknIirtOEvDFtdGggXv4p/45XllYZjFWzsTN+yMsBe1IkImety4l7fy4X8UvleiX1lePQjYC/gTECnq5gqkcBu+ENLfQ4qcHoI9LoT3b9as/kwwch+IJSRSZpctozWuC6aGpfMk898R7DPRYdWnkrJdIRC0abfb9LS/ZxqkFEW+oMYX0uvuv9GcnUmJXwIrZ77jqqqayu816/ltDOwuGlEUSltw7Z0hb2/TD8hpP63utduR7uhFM+XdmRbRc8wBmuGH4y54WQizBBl7Gz6XIbST/eRVNmSSGu0ABthtIIMgTRB+yCmF5qUQ36CRJtCmqQ9KVi0U66MllOz7czA2uu32BmPmczcYN7Y2ifdhq12V3yLmWv4h9qBcashrFydvr7/r+f7aMk8VtWViIxO2ujnX0qOCBsKSfpV0HZJ+U+b5ozj+MPn1dfhdicpx0YbBphNRrTVCGKBdlHIw1q8mU1hESqQJGCG01rjCRSpdLxEFpOMGwkpiWTNcw6jmqWerAGmeWr3dZn1kW/JeodlfaHDa4g/iXb//wXAerYgQDY3CMn6u/eZx6WP3kYvmSR1d6Oi6RFj68nx0b2vC7dYdUVIGC2rR7e2oaCh7ImKaBNMx0DmgwMnJIbBuLYft4UKbn0wgyLPTu2P4RfzwcWEzLIU/lZa2tJwZvj7571w42X9ddGmtFEOucc4dsn2ec7fUqnon0QPtQnx5/BtbnHp2TJXl1RYwCigHfsVX58MKkN/8W5uvpt/iZN8hO0sfITtF8Akwh2zHqUxVTUVn1SDxZvN/QCrLqwUwDNgX9O35u4igmwGEdnNypNzzOFsM3UuhHejW4BC3TFxl0Nia3SoKgpakRESyx/NLSLRp5i2R9DIc+g8yiGVchBDaFGZzrzKZf82fcrj3tsbaPfbxzzELQ//X2/Fv7L0HLqGfbLecS8XtNEr7dVoRPviqr7et9GwBofW3//c6p7L69nSMX+IivnxrdLL75ofu4bJghkGf8YKygwTS1bx1g0a5YJiaYy9Js3qNn7kvCDIp8Ac0kVyNyhh06S5ZulCltNafDtlP3TV8vB6Y35M79yw+vQm+XDXQtj0Tpa9rTT9hCs2VCPFsjv/EhZ0Vh2fLzVnz1xOF1FNXrJZGujCI62jevFajXU2PsfDFh7DbAS6fTjdwhKD4KEG4VKDaNMvvU0gDpAVmFIqOlKRrNRMO07Sl4PNPhV33DitEgNutuOqvlXjonimTlgLMaZgSBVKjis6wO/P53/9M1c99QT4//YjK1zszDs+W+SL+4CAJnwhkABRCQFop0GAJi7AvDDrbnhGlsJJpjHA+oMngklEJLBnEFD5MDFwcqPsC4ShSJfku0lhrpTJ/VoFAjov7cq7/4KdPHgAAB11JREFUpA8A0G8FAInYP9GZzz+26LbjlOvm5Az/zcOdGYdny6gND/lVrG0tmVQRn3yGTtrIscMRBbk0t4HOuGxsEHSRTeTlKoT0Y/Ttj1aa1kwzGT9E4w4ilIOYtRAj1o4cWIrw+Yi7lrbfX16n59c+E+5jrVOt6eWh655/CsC+/yQTCFnnPtHWmc//gV/cNi6lfeNnryq4o6qmwkuefgAqy6vnASO2waE10AK8A7xO9uLBvVU1FW5HopZXVVPRvA3+7harLK/uA5wF3FJVUxHrzFg8W6by2OrHUJxEx9WlaCkMrhAICf3qw+y1e5AX3qpj8J4uqQw8f5NJW5tglwmaXQ7zMetlh6jhMOQQQUKbRExIKkXAAV/GiY8Ktc7zh/MfMNx0KULcIbqeE4Mvu0q0VNVUbLfE/uuSV08M4TeuwFYPBSe/uLKz4vgh+9aJ/mnHVd+oXa7M3tOECyHeJsDOHkdI0ApAEC7WXPK7JFW3+lm/SuLY4LM0UoKjBb2G60RJqQy464xVH81wK8kuq2vuzETes3O59sOpo0rCzuySMATTDgtW+yko0sy4CwytOeuGNMmNECoAxxY8szZAICoIGJBeB6se7DhvE1A0VCej+0lf1xJaY0lx7qc36beA9qqaiv/aF9zj2VKfNj8cLvS5MUOaaBSWCOCoNBnl4KLJs/IxDR9okEKSUUmkkFgigKBjL73WaKFRTsbBdUVaOmlbp36XY3V5wG+EUp2dyHt2Lo3Vv1B6eFdBY5xo30Kcz1fi71KILM5HNzYBmvcWFvDktByuOGUV3d0NGOP3QZkmbX4b04VwyiWVhtbVdXaeL638Ov3wF2vFtb99eFC6qqai9X8G4fFsocry6mayFfO3hhTZZP4Nsm2/WqpqKpq20rE9HirLq58ju+rkSzllMPBngvh6zconYfQeAeZ8lCJSrOhzqmThfZBp0Qw7FIYdDE//WuA6cPIlKhHtrwJJ1/y0bo1xxss3u7VAU2cm8p5t71sv3dcux226LU0oGwcLXtr0GhFo9dWSpvgGway3TI49K0P1H3001UlXGrw8aEhaLJwf+Lx2trzsuquzSb3X88uzLZgGx5TlQtCEdQ0miSikUpI+lZruhS65EU1uCDY2ScwcQUGOpskWSFtT/5pWQvJJqI/43G5FNCwU59xxQ0X7lwffCsUdPZ7NCehpSAMpJCARQmIZAUxDo7Wmo5MXjk6jsZBYuDqN0kl8MoDEXK2FeglEqTR9F/j9E1cGO/UZeXZ2um+u0AOL0WmXNz+WHLTPXhi2Qr33LqJ7AcI02GtgPUv7uSRSAkzFxvcX8TGDGD2ellw7/WB7zBydso2ru427/INNx+01GqqO6cxn5tlJ5X6P302SbZ83Ani4qqaieuuE5PH8RxM2vzN4IvSbIJj9qKZuAaA0sz9McchPYdHngrZlUPZT+OIVKBunbcuQT48YIwtXfO7OqL5dXv/lVucecJJ3Dvuj8F326B8ErAGNYcGKGfDVnqV/2beUBG555XHfY7NnaHf/M9T6o/eYlNwaQXs8Wyqjub52DVf1LsKYNw1CRwpMn8BRsLBGkjc6u6fZ7SEza2K+KWVRd8qam/WGPX+hWhaf7mu/areTvSudnu1mSP7pn6+LPdTkN40CUwRAqI66eQIhBFIYaK1QWtsZ1fa6JUN3RmbN/ZR0yk3ss09D1Dzee716tqvGJutN/0b7gCULBUJaGEiwDMTIUejGNdQ1+mjZqNwz9l+9gGT8Jjls5Hv5s2vNZc+uWnfkMVdnV+91/X7Zl8fzLVwM3P0/HqOAOrKV76eRbUn3RSfup/f8eO0Peu6mO733kBiGYNixENuoia0HM4i2uuvY8P787oOp/H3cuYKuJuvKh01KA+z/q84L3tP5vtMe/cry6gHS4G/5Jbpr6RDyFs0Uq4WlX040iTHA/WQz/ulVNRVelW9Pp+uo7TC1167uoPxR5KdyzfrUWqa1z9bD29bx0nEX2Kv676o+H5R31uedHavH46hXTdvN/DntJvdHqFwpZEKjXw3ISBdDWstAvyGEbDXEwR92dqweD8BHf77q8gWfhc88+MDmSLfhpcLMz39ft6xvU+m0OW16r6lHHx/WhiHe2J5FnDye/6SyvPo44HogCgTJFsdbBPQF/gL4gFc3tbXzeDpTZXn1KAz912gxhT1HiUjvPcTyxf/Q/1w9k92Be8i2d3y7qqaisZND9eyAvlOi7/F4PB6Px+PxeDwej2fH9B9aiHg8Ho/H4/F4PB6Px+P5IfISfY/H4/F4PB6Px+PxeHYiXqLv8Xg8Ho/H4/F4PB7PTsRL9D0ej8fj8Xg8Ho/H49mJeIm+x+PxeDwej8fj8Xg8OxEv0fd4PB6Px+PxeDwej2cn4iX6Ho/H4/F4PB6Px+Px7ES8RN/j8Xg8Ho/H4/F4PJ6diJfoezwej8fj8Xg8Ho/HsxPxEn2Px+PxeDwej8fj8Xh2Il6i7/F4PB6Px+PxeDwez07ES/Q9Ho/H4/F4PB6Px+PZifw/6to3fw5JEmUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x216 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes = ['CD34', 'MPO', 'CD79B', 'GATA1', 'CSF1R', 'ITGA2B']\n",
    "labels = ['CD34', 'MPO', 'CD79B', 'GATA1', 'CSF1R', 'CD41']\n",
    "\n",
    "fig = palantir.plot.FigureGrid(6, 6)\n",
    "layout = ad.obsm['X_draw_graph_fa']\n",
    "for gene, label, ax in zip(genes, labels, fig):\n",
    "    ax.scatter(layout[:, 0], layout[:, 1], s=3,\n",
    "              c=load_ad[:, gene].X, cmap=matplotlib.cm.Spectral_r)\n",
    "    ax.set_axis_off()\n",
    "    ax.set_title(label)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:15.441476Z",
     "start_time": "2019-05-24T00:56:15.438549Z"
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib.ticker import FormatStrFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:56:17.614128Z",
     "start_time": "2019-05-24T00:56:15.444072Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5bAgG2BfdT31tfUaRyvaOlWfdl1bW0r5xRNOSKyOLCp1ScFzX5bkdz2atD8ah5npGPuzr62Rzx+YBiZRt20RCkaSyfK1MpThRoVOGndnTmolYycJy/tpz0pwKQbG6YG0+3lDLT6nUMOB1tnvOvj/JW5vpyECldNA1OmXIuK5LLBbDsixs28ayLCZUTKCjq4PayloW+9lyL1hzbmJtLOpGad3+fFIuuXi6JcdxiJL9oJk505oTacbzdWqkYlkWDZMbaNvRlnXqq5QOmr1EGRIr2pYlnZsQCUW45+z7mf/gWYmyB+c/hGVZxGIxzlk7L1FuYTG7bg4LGxbz+Uc+mzgmMNcRgLWVtdxy6u1pjob+Mo8E6+O/8/G0S2rJlQx6rqtSeJa3Lk1KJw7evrTe3uTtH7FYjHA4nOaJdXHZ0L6e1/e8RlffgWSWmUTOwmLVvDWJZwTFKW4N1k9uSLLMMlmLlmWxqb0FIHHoslL6qNApOI6TNXVRNlzXTRO5OF964oqk6+C5n83T56adnBX3rtqWTXmonK5YcgZfgKqy6qxnQcSTb7Zub00Tt0q7MnGA9Ib29djYxPzzndp2tKpFd5CgzoiDnMsfu4QFa85m/oNnJTkH4l7R1KWN+HU0mn0NLfUYwaAld039IqrsqrR7qsJVTKyYmFHkMjkc4v24afNyuqPdWFj0xnpY0bYsSfziIpfAsrAtm7AVpmHy2DlJXhle1KI7iEndq7Z+6zquqV+USBVeZpVRbpfT4J8tGj8XtTvWnTHqIRNz6pqTxMSyLPpi6cH0XdEuuqM9aeWZznCIW2vH18zkhZ1bElPdqBtNTIW7/bCwCRUT2BfdT3W4KrGxOJ6TTkXu4EGFTkli2XM3JsSvz+2jL9rHhq3ruXrmwsS5qAMh9TwFx3HoI13ovMMIY2nls+qakkQuuC64cdsGaitrcYGqwBQ13v+qcDU/O+U2QB0PBzs6dVWSaNm+Ma3Mxc8+kkPkZk+dk7E8dWNwKBRKyiCSizl1zWnOhS0dm5Pa7Ivu587T7+bW0+6gefpcqsvGUVtZS3XZOBqnNCatParIHbyoRXcQc/OWFXm37S/R5ZeP+wob30qPRc0U83rLqbcTi8U4d+38nOIZn2LGLbH4elxwStowuSHxjtTTulTYlDgqdAcpfX3elDRfnt6xKWtdbWUtlZWVGeuypUCybZvZdXOyem7LrXJCoVDS1pAtHZsTmUqCU9Igar0pmcjnAOtpwEPA0cA4EYkG6o4FfoK3Ue8qEXlpuDqqDI3gJtlMeeIGy6TIpMRB0Zm2juTKYrKo8Vosy0q7B6DX7WV561K2dGyms6+Tth1eJETbjrZBhXwpBzf9RkYYYyrwDqheBXwyRehWAf8MOMCPRGR+fy/UyIiRZ0XbMja1txB1o8ya0sSm7S393hMmnDMMC7xNvKvnr03b9rG8dSltO1o5YerH8tqQ6zgOn3/0Qvb5kRFxbMvGwiLmxrAtm1l1TYMO+VIOCgYfGSEi3UC3MSZT9XgReRPAGHP4oLunDBuu69KydWNik2w+Igew8sz7+MzD5+cUu6ZpczJOHRefcN2A1shCoVAi7vT4Scdj2zYbt24k5h7wwkbdKG072vJ6nqKkMtQ1uuC8JO232hizBLhhiO9QhsCKtmUJkRsIZWVl3D9/dVLMaiqLGrNbawO1ulIdCfENv5A9uaai5MtQhS44701b9BGRJcCSYJkxRrMbjhC5wrRysXreWsATqxNrTuLZnc8k1UesCCfWnVRw0Qk6EuoDmUUWNV6rXlRlSAxV6PYYY6bjidy7BeiPUkByWWNBmqfP5bXdrybSKgUdCNedeH1SxhGAu8+8h3B4eB32qanQVeSUoZCP17UMeBT4KPCYMebfgCYR+Q7etHSl3/TLw9ZLZcCkZhDJRAibpkAGD8dx0ryktm0nBcKPJCpuSqHQfHQlSOqhMtlYPW9tzu0fcaLRKOc+dMCh/sBZDw67Racog0Dz0R0sXProF9jVs6ugz8y2KVdRigWNdS1ygha54zgDErl8rfngYTKRUEQPe1aKDrXoipjUzLqph80ANE2djW3bPLftWbqd7qS6fKatce6d94CeaK8ULSp0RYrruoloh03tLbium3TA88Tyidx2+s8T08zU8xrC1sB/9CpySrGiU9cxTKazT4Nl8ciBqBulpT05vdKtp92RtJZm23YiPZKFpcf7KQcVatGNQVzXTWT5ramo4dbT7iAajfKlJ66go6uDSZFJXgRBYL92apB+JhG75dTbB3U+hKIUOyp0YwjXdblp83Ja33qe/bH9AOzs3sm81WcmtevP4WBb2aeYA1mXU5RSQYVujLCibRlt21vpifVkPdM0X5rqZqvFpigBVOjGAPEg9n3RfUN+1qqz16jTQFFS0HnMGKEiVNFvmwfOepA505qTypqnz004GWora1XkFCUDatGNEvHNuvEpa1esu587PBadcC1Wm5XI7JErTlVRFA8VulFgeetSNm1rSUosGWRSZBI/O+U2Lnr0wqTpbNxaS83sAepkUJRcqNCNILFYjM88dD69bvbMIpWhysQeuIYpjbS0txBzozRPn5t2ELSiKPmh2UtGiAvWnEuPk34SfSrN0+emnWUKKmyKkgeavWQ0Wfrc93KK3Oxpc7h65kJs29ZMIYoyDKjQFZBM6b5d1+XZ7c+ktV119ppEhIKKmaIMLyp0BSJ40PKixmuT6oJOh+pwNQ1TGnUbiKKMICp0Q8R1XVa0LmPDNu8Qmg3t67Esi68df03ipPl4TKpthbnzjP9WD6mijDAqdENgResy1revSytfv3Vd4vR5K7A+2lTXpCKnKKOACt0guexXF7Oze2e/7YIZRq6pXzScXVIUJQsqdINgMOcy5MoooijK8KLzqAGS61yG+89cnfU+zSiiKKNHXhadMeZmoAHYIiJfDZQfC/wEb6PeVSLy0rD0cgxhWRYWyUkvAdYseBjwAuvjyTF39ewGv51OWxVl9MjnAOuZwDgRmW2M+bExplFEWv3qbwEXAg7wI2B+tueUCqlCl3rGaTCL73lrFhB1o4M6n0FRlMKRz9T1ROBx//NvgJMCdeNF5E0RaQcOL3TnxiKxWCwpbXmm6WgoFMKyvHMZqsuq9XwGRRll8jE1Dgf+5H/eCxwTqAsKZdpfsjFmCXDDYDs3Frlp8/Kk61zbRTJlGVEUZeTJR+j2Aof6nw8F3gnUBReq0o6sEpElwJJgmTFmZLMIFJDzHzwnKfNIakaRTKjIKcrok8/U9RngE/7nTwLPBur2GGOmG2OmAe8WunNjiVgslpZe6aszrh6l3iiKMhD6FToR2QJ0G2M2AjHgr8aYb/jVNwArgXuBbw5bL8cAX3z8srQyjVdVlOIgL3dgcEuJz3f88peAWYXu1FjDcZy0KIjmuv6nrYqijA10w3Ae3NSW7ICoqahhYePiLK3TcZy05UtFUUYQ3eDVD5liWn/6qVsTn/s7lGZ72y9o73mPWsqYcsIlSfd1d3cTiUSoqOj/BDBFUQaPCl0OotFomshFQpHE2ty6ex/jrSlHULn1T8ycNYOyMpt9+2K8//3TAU/Mngr9H6iE3wGhl7Yyu/sR/qfseHaHjzjw0FiUCxv/dqSGpSgHHXpmRIBYLIbruriuy5ee/CI7uzrS2sRDvRzHYeWL7WBZkOF7eOHMI9j8wmv8zh3ntYHkdsH1PdclvKuDcz7+0cS+u2C0hR5lqCh5UVpnRsgLgjneFPSZ/R1eY2OzasEaAPbs2cNjf9wLtv/tS3VKuC5/+MNWuogmlSVIbW9ZRCfVcu/L25OKzz26hh0v3gXR/dhl1TBxNnV/93cDGld7ezvhcJjJkycD0NnZyd6dO5l65JF5i2dvby99fX2JtO+u61JZWanOGKVoKBqL7rUXXqV9dws7J5yeKDti/0a6uzvZs6ePWDfUTCtj57Y+DpkA5eUhwuFyAHZs72bylAqqIocR9ffClVuVOMTojXXhurDit0shFPJEqLoaOjth9x6YOAFCIb4+44d0utvZWdl4oFOpllomyy1entom3i6bWGT4uVidf2LmhRfBPT/FqZpKjCqsSBUVFcmPisWgtwesU0/CwftvLv4WBxLyW15ZyaHrnsS2bRzHwbZtIpFI0raZh/+YfXvk5EqLpvfVJAQv13GMweu4hRoXzXh93JpN/df7diRHmGSLOMm3PPiOUCiUsORT3xf8N9jP1LEN999Rtu9V/FoBclh0RSF0d295M7kgy3RxxAgKWurnXJZbkP5ELlPdSI35IPvDsS2IFWm8TsiCIw6v5OSjJo52V8YCxTt1fe2FV4FDMk73Rp1gH+Kf8+1XrnbZ6sbCmEuQYhU5AMeFbe92a0x1P4x5ofvw8Ufz4pY3R9eCO9jI8gcz30zAsixWv757hDs0vBS7RTft0AoVuX4oiqkrHFijAziscgrv9eykvLyyIGt0oZC3JhWNOuzf38WRhx9Dp+uwmz8x0f4gdjhMtLeXTnc7MXoJU8n4qg/yh/1PUkkFh3Eke3mDqVUN/H5vi7cQFoNIVR2Tq2bwvikRXt6+h0kcxlFHVgHeAr/jOPT2OnR1QVc3RMphd28vIWxCxLCIUkYVUfYT2y+MI0QVe3CZlN8aneswoaYcx3F4Z1cfAOEKm/HjI7Rv3c8hh9pEIuRcowOoqKigvLw8qaynpyexvqVrdLpGN0Yo7jU6RVGUPMgqdLo5S1GUkkeFTlGUkkeFTlGUkmdUvK7GFDaqQVEUBXBFJOM63Yg7IwaK77woWbdSKY9Px1a8lNr4dOqqKErJo0KnKErJo0KnKErJUwxC939HuwPDTCmPT8dWvJTU+Ma8M0JRFGWoFINFpyiKMiTGVPYSY8zNQAOwJXjEojHmWOAneLFsV/nHLBYdOcb3n8CxgAv8YzGOL9vY/LpK4M/ARSLym9Ho31DJ8bObgPe7OQl4QkS+M0pdHDQ5xnYBsBjv9/LfReTBUerikBkzFp0xZiYwTkRmA+XGmEAqX74FXAh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      "text/plain": [
       "<Figure size 360x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes = ['CD34', 'MPO',  'CD79B', 'ITGA2B', 'CSF1R', 'GATA1']\n",
    "labels = ['CD34', 'MPO', 'CD79B', 'CD41', 'CSF1R', 'GATA1']\n",
    "\n",
    "for gene, label in zip(genes, labels):\n",
    "    fig = plt.figure(figsize=[5, 2])\n",
    "\n",
    "    ax = plt.gca()\n",
    "\n",
    "    for l in trends.keys():\n",
    "        order = trends[l].distance.sort_values().index\n",
    "    \n",
    "        bins = np.ravel(trends[l].distance[order])\n",
    "        t = np.ravel(trends[l].loc[order, gene])\n",
    "\n",
    "        # Plot\n",
    "        plt.scatter(bins, t, color=ct_colors[l], s=5)\n",
    "\n",
    "\n",
    "    ax.set_title(label)\n",
    "    ax.set_xlabel('Pseudo-time ordering', fontsize=10)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    plt.xticks(fontsize=8)\n",
    "    plt.yticks(fontsize=8)\n",
    "\n",
    "    sns.despine()\n",
    "    "
   ]
  }
 ],
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